{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.306028Z",
     "start_time": "2025-03-01T07:51:16.264728Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 折线图的绘制\n",
    "# 传入x和y，通过plot画图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])  # (1,4) (0,5) (9,6)\n",
    "plt.show()"
   ],
   "id": "initial_id",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.348139Z",
     "start_time": "2025-03-01T07:51:16.307189Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 折线图的绘制\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "76e4752c4aa19b0f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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++ugj/eIXvzj/ygCcwpl3M7RrC7PcmSFEAH4VPlJTU5WSkmIux6RJk0x7ypQpJx4zY8YMc+DYzTffXL/VAn7u+FLbuWvztHlPw6wMAwCPnnBqe8IK4I/ueW+NPlu/W1f1aKk3fjrAdjkAUOfXbw7jALzMQ1d1kbOx7MJNe/Vt9iHb5QBAnRE+AC+TFNdYY/slmPYzC5j7AcD7ED4AL/TAsM4KCQrQisz9Wpm533Y5AFAnhA/ACyXGRujmQW1N+y8LMswEbwDwFoQPwEvdOzRJ4SGB+jb7sL7cnG+7HACoNcIH4KXiosPNQXOOv8zPkMs5wAgAvADhA/Bidw3upKiwYG3eU2SW3wKANyB8AF6saWSo/mNwR9N+duEWc4AiAHg6wgfg5e68rINiI0OVtb9Ef1+Ta7scADgnwgfg5RqHBevuKzqZ9guLtqqsssp2SQBwVoQPwAfcenE7tYoOV15Bqd7/+t+HPAKAJyJ8AD4gPCRI9w1LMu1pizN1pLzSdkkAcEaED8BHTBiQqLaxEdpfXK63v9phuxwAOCPCB+AjQoIC9dBVnU37taXbVHC0wnZJAHBahA/Ah4xObqMuLRursLRSbyzbbrscADgtwgfgQ4ICA/TwiK6m/dZXWdpfXGa7JAD4AcIH4GNG9Gip5IQYHSmv0iuLt9kuBwB+gPAB+JiAgAA9cnVN78e7q3Zq1+GjtksCgFMQPgAfdFlSc13UIVblVS699MVW2+UAwCkIH4CP9n48eqz346O0XLP1OgB4CsIH4KMGtI/Vld3iVOWq1nMLt9guBwBOIHwAPuzhEV3Mx3nr8vTd7kLb5QCAQfgAfFjP+Bhd16e1qqulZxbQ+wHAMxA+AB/30PAuCgyQFn23V2uyD9kuBwAIH4CvS4prrHH9Ekz7mQUZtssBAMIH4A8eGN5ZIUEB+irzgFZm7rddDgA/R/gA/EBC0wj9ZFBb0/7LggxVO5NAAMASwgfgJ+65MknhIYH6Nvuwvvgu33Y5APwY4QPwE3FR4brjkg6m/fSCDLlc9H4AsIPwAfiRu4Z0VFRYsDbvKdKn63fbLgeAnyJ8AH6kSUSo/nNwR9N2dj2trHLZLgmAHyJ8AH7mZ5d1UGxkqDnv5e9rcm2XA8APET4AP9M4LFh3X9HJtF9YtFWlFVW2SwLgZwgfgB+69eJ2ah0TrryCUr3/dbbtcgD4GcIH4IfCQ4J035WdTfuVJZkqKau0XRIAP0L4APzU+AEJatcsQvuLy/XOyh22ywHgRwgfgJ8KCQo0h845Xlu6TQVHKmyXBMBP1Dl8LFu2TKNGjVJ8fLwCAgI0Z86cHzzmu+++0+jRoxUTE6PIyEgNHDhQ2dmMKwOeZlRyvLq2jFJhaaVeX77NdjkA/ESdw0dJSYmSk5M1bdq0096/bds2XXbZZerWrZuWLFmidevW6Xe/+53Cw8Pro14A9SgoMEAPj6jp/XhrxQ7tKyqzXRIAPxBQfQEnTDk9H7Nnz9aYMWNOfG7ixIkKCQnR3/72t/P6noWFhabHpKCgQNHR0edbGoBacv4EjHllpdbmHNbPLm2v34/qabskAF6oLq/f9Trnw+Vy6bPPPlOXLl109dVXKy4uThdddNFph2aOKysrMwWffAFwH+dNxKMjupr2e6uytevwUdslAfBx9Ro+8vPzVVxcrCeffFLXXHONFixYoBtuuEFjx47V0qVLT/s1U6dONUnp+JWYmFifJQGohUuTmunijrEqr3LppS+22i4HgI+r954Px/XXX6+HHnpIffv21W9/+1v9+Mc/1vTp00/7NZMnTzZdNMevnJyc+iwJQG17P66u6f34KC1X2/cV2y4JgA+r1/DRvHlzBQcHq0ePHqd8vnv37mdc7RIWFmbGhk6+ALhf/3axGtYtTlWuaj23iN4PAF4SPkJDQ82y2oyMjFM+v2XLFrVr164+fxSABjDp2MqXeWvztCmP+VcAPCR8OHM60tPTzeXIysoy7eM9G48++qhmzpypN954Q5mZmXr55Zc1b9483X333fVfPYB61TM+Rj/u09q0n1146psIALC21NbZu2Po0KE/+Pztt9+ud955x7TfeustM5E0NzdXXbt21RNPPGHmgdQGS20Bu7btK9ZVzy6Vq1qadfcl6te2qe2SAHiBurx+X9A+Hw2B8AHY9+uP1+rD1Fxd0qmZ3v+Pi22XA8ALWNvnA4BvuH9YZ4UGBWrltgP6KnO/7XIA+BjCB4AfSGgaoZ9c1Na0/zI/w+yCCgD1hfAB4LTuHtpJjUKClJ5zWIu+y7ddDgAfQvgAcFpxUeG649L2pv3Mggy5nBmoAFAPCB8AzuiXgzsqKjxYm/cUad66PNvlAPARhA8AZ9QkItQEEMdzC7eooqrmCAUAuBCEDwBn9bNLO6hZZKh2HDiiv6fl2i4HgA8gfAA4q8iwYN09NMm0X/hiq0orqmyXBMDLET4AnNMtF7VV65hw7S4o1ftfn/6QSACoLcIHgHMKDwkyG485pi3OVElZpe2SAHgxwgeAWrmxf4LaN4vQgZJyvf1Vlu1yAHgxwgeAWgkJCtRDV3Ux7deWbVfBkQrbJQHwUoQPALU2qk+8urWKUlFppV5bts12OQC8FOEDQK0FBgbo4RFdTfvtr3ZoX1GZ7ZIAeCHCB4A6Gd49TsmJTXS0ospMPgWAuiJ8AKiTgIAA/frqmt4PZ9ntrsNHbZcEwMsQPgDU2aVJzfWjjs1UXuXSi4u22i4HgJchfAA4L48c6/34eE2utu8rtl0OAC9C+ABwXvq3a2rmf1S5qvUcvR8A6oDwAeC8Tbqqpvdj3to8bcortF0OAC9B+ABw3nrER2tUcrxpP7sww3Y5ALwE4QPABXloeGcFBQZo0Xf5Stt5yHY5ALwA4QPABenYorFu7Jdg2k/Pp/cDwLkRPgBcsPuHd1ZoUKD+tf2Avsrcb7scAB6O8AHggrVp0kg/uaitaf/P/AxVV1fbLgmAByN8AKgX9wxNUqOQIK3NOWzmfwDAmRA+ANSLFlFh+tml7U/M/XC56P0AcHqEDwD15peDOykqPFgZe4s0b12e7XIAeCjCB4B6ExMRoruGdDLt5xZuUUWVy3ZJADwQ4QNAvbrjkvZq3jhUOw4c0cdpubbLAeCBCB8A6lVkWLDuviLJtF/8YqtKK6pslwTAwxA+ANQ7Z9lt65hw7S4o1XtfZ9suB4CHIXwAqHfhIUF6YFhn035lcaZKyiptlwTAgxA+ADSIcf0T1KF5pA6UlOvtr7JslwPAgxA+ADSIkKBAPTi8pvfjtWXbVXCkwnZJADwE4QNAgxnVJ17dWkWpqLRSry3bZrscAB6C8AGgwQQGBujhEV1N++2vdii/qNR2SQC8MXwsW7ZMo0aNUnx8vAICAjRnzpxT7r/jjjvM50++rrnmmvqsGYAXGd49Tn0Tm+hoRZVeWUzvB4DzCB8lJSVKTk7WtGnTzvgYJ2zs3r37xPXBBx9caJ0AvJTzBuTXV9f0frz/dbZyDx2xXRIAy4Lr+gUjR44019mEhYWpVatWF1IXAB9ySVJzXdKpmVZuO2A2HvufG5NtlwTA1+Z8LFmyRHFxceratat+9atf6cCBA2d8bFlZmQoLC0+5APieR471fjhbrm/bV2y7HAC+FD6cIZe//vWv+uKLL/TUU09p6dKlpqekqur0WyxPnTpVMTExJ67ExMT6LgmAB+jXtqmZ/+Gqlv53+Xbb5QCwKKC6urr6vL84IECzZ8/WmDFjzviY7du3q1OnTlq0aJGGDRt22p4P5zrO6flwAkhBQYGio6PPtzQAHmjV9gOa+PoqRYYGafV/DTfnwADwDc7rt9OJUJvX7wZfatuxY0c1b95cmZmZZ5wf4hR58gXAN13UIVbtm0WopLxKn63fbbscAJY0ePjIzc01cz5at27d0D8KgIdzektvGtjWtGes5sA5wF/VOXwUFxcrPT3dXI6srCzTzs7ONvc9+uijWrVqlXbs2GHmfVx//fVKSkrS1Vdf3RD1A/Ay4/q3UVBggNZkH9aWvUW2ywHgDeEjNTVVKSkp5nJMmjTJtKdMmaKgoCCtW7dOo0ePVpcuXfTzn/9c/fv31/Lly83wCgDERYVrWLc40575TY7tcgB424RT2xNWAHinLzfv1Z3vpKppRIhWPTZMYcFBtksC4EsTTgHg+4Z0iVOr6HAdOlKhhZv22i4HgJsRPgC4nTPnY8KABNOesZqhF8DfED4AWDF+QKICAqQVmfuVc5DzXgB/QvgAYEVibIQuS2pu2h+m0vsB+BPCBwBrbhpYc5zCR6m5qqxy2S4HgJsQPgBYc1WPloqNDNWewlIt27rPdjkA3ITwAcAaZ4nt2JQ2pv0BE08Bv0H4AOARQy9fbs5XfmGp7XIAuAHhA4BVnVtGqX+7pqpyVevjNbm2ywHgBoQPAB7T++Fst+5hmy4DaACEDwDW/bhPazUOC9bOA0e0avtB2+UAaGCEDwDWRYQGa3TfeNOe8U227XIANDDCBwCPMPHY0Ms/N+zR4SPltssB0IAIHwA8Qu82MereOlrllS7N+XaX7XIANCDCBwCPEBAQcKL3YwYTTwGfRvgA4DHG9G2jsOBAbd5TpHW5BbbLAdBACB8APEZMRIiu7d3atJl4CvguwgcAj9zzY256nkrKKm2XA6ABED4AeJSLOsSqfbMIlZRX6bN1u22XA6ABED4AeNzE05sGtjVthl4A30T4AOBxxvVvo+DAAK3JPqwte4tslwOgnhE+AHicuKhwDeseZ9ozVufYLgdAPSN8APBIE48Nvcz6NldllVW2ywFQjwgfADzS4C4t1Co6XIePVGjBxr22ywFQjwgfADxSUGCAJgxIMO2Z3zD0AvgSwgcAjzV+QKICAqQVmfuVc/CI7XIA1BPCBwCPlRgbocuSmps2vR+A7yB8APCKiacfpeWosspluxwA9YDwAcCjDe8Rp9jIUO0tLNPSLftslwOgHhA+AHi0sOAgjU1pY9ozGHoBfALhA4DHmzio5rC5LzfnK7+w1HY5AC4Q4QOAx0uKi9KAdk1V5arWR2m5tssBcIEIHwC8wk0Da3o/PkzNkctVbbscABeA8AHAK1zXp7UahwVr54EjWpV1wHY5AC4A4QOAV4gIDdbovvGmzZ4fgHcjfADwGjcf2/Pjnxv26PCRctvlADhPhA8AXqNXm2j1aB2t8kqXZn+7y3Y5ANwVPpYtW6ZRo0YpPj5eAQEBmjNnzhkfe9ddd5nHPP/88+dbHwCc4Pw9Ob7sdsbqHFVXM/EU8IvwUVJSouTkZE2bNu2sj5s9e7ZWrVplQgoA1Jfrk9soLDhQGXuLtDa3wHY5ANwRPkaOHKk//vGPuuGGG874mF27dum+++7Te++9p5CQkPOpCwBOKyYiRNf2bm3aM7/Jtl0OAE+Y8+FyuXTbbbfp0UcfVc+ePc/5+LKyMhUWFp5yAcDZTDy258fc9DyVlFXaLgeA7fDx1FNPKTg4WPfff3+tHj916lTFxMScuBITa/6oAMCZDOoQqw7NI1VSXqVP1+XZLgeAzfCRlpamF154Qe+8846ZGFYbkydPVkFBwYkrJ4f1+wDOzvn7cnzHUw6bA/w8fCxfvlz5+flq27at6f1wrp07d+rhhx9W+/btT/s1YWFhio6OPuUCgHMZ26+NggMD9G32YWXsKbJdDgBb4cOZ67Fu3Tqlp6efuJzVLs78j/nz59fnjwLg5+KiwjWse5xps+Mp4F2C6/oFxcXFyszMPHE7KyvLhIzY2FjT49GsWbNTHu+sdmnVqpW6du1aPxUDwDETB7XV/I17NevbXP36mq4KDwmyXRKAhuj5SE1NVUpKirkckyZNMu0pU6bU9VsBwAUZ3LmFWseE6/CRCi3YtNd2OQAaqufjiiuuqNOugjt27KjrjwCAWgkKDND4AYl68YutZs+P0clsagh4A852AeDVxvdPkLO47qvMA8o+cMR2OQBqgfABwKslxkbosqTmpv1hKhNPAW9A+ADg9W4e1NZ8/CgtR5VVLtvlADgHwgcArze8e0vFRoZqb2GZlmTss10OgHMgfADweqHBgRrXr41ps+Mp4PkIHwB8wvHt1hdn5GtvYantcgCcBeEDgE9IiovSgHZNVeWq1sdpubbLAXAWhA8APrXj6fHt1l2u2u9HBMC9CB8AfMa1vVspKixY2QePaNX2A7bLAXAGhA8APiMiNFij+9bscsrEU8BzET4A+JSJA2uGXj7fsEeHSsptlwPgNAgfAHxKrzbR6tE6WuVVLs1J32W7HACnQfgA4FMCAgJ086CaZbczVufU6SBMAO5B+ADgc0b3baOw4EBl7C1Ses5h2+UA+B7CBwCfE9MoRNf1bn1i2S0Az0L4AODTO57OXZun4rJK2+UAOAnhA4BPGtQhVh2bR+pIeZU+W5dnuxwAJyF8APDZiafHez8+WM3QC+BJCB8AfNbYfgkKDgwwk0437ym0XQ6AYwgfAHxWi6gwDe/e0rSZeAp4DsIHAJ9207E9P2Z/u0ulFVW2ywFA+ADg6wZ3bqH4mHAdPlKhBZv22i4HAOEDgK8LCgzQ+AHHdzzNtl0OAMIHAH8wfkCCAgKkldsOaOeBEtvlAH6P8AHA5yU0jdDlnVuY9oepTDwFbCN8APALE4/t+fFRaq4qq1y2ywH8GuEDgF9wltw2iwxVflGZlmTss10O4NcIHwD8QmhwoMb1TzDtGd8w8RSwifABwG9MOLbq5cvN+dpTUGq7HMBvET4A+I2kuMYa2L6pXNXS39fk2i4H8FuEDwB+5aaBbU9st+5yUggAtyN8APAr1/ZupaiwYGUfPKJV2w/YLgfwS4QPAH4lIjRY16fEm/YHHDYHWEH4AOB3Jh4bepm/YY8OlZTbLgfwO4QPAH6nV5sY9YyPVnmVy5x2C8C9CB8A/HrHU2fiaXU1E08BdyJ8APBLo/u2UXhIoDL2Fik957DtcgC/UufwsWzZMo0aNUrx8fEKCAjQnDlzTrn/8ccfV7du3RQZGammTZtq+PDh+vrrr+uzZgC4YDGNQnRt79amPWM1E08Bjw4fJSUlSk5O1rRp0057f5cuXfTyyy9r/fr1WrFihdq3b68RI0Zo3z7OUgDgmRNP563LU3FZpe1yAL8RUH0Bg51Oz8fs2bM1ZsyYMz6msLBQMTExWrRokYYNG3bO73n88QUFBYqOjj7f0gDgnJw/f8OeWart+0v05NjemjioJowAqLu6vH436JyP8vJyvf7666YYp7fkdMrKykzBJ18A4A7OG6ibjk08ncGeH/CTwP3bv6/T+19nW51o3SDh49NPP1Xjxo0VHh6u5557TgsXLlTz5s1P+9ipU6eacHL8Skys+UMAAO4wtl+CggMDzKTTzXt48wPf9u6qnSZo/+6TDdq2r8S3wsfQoUOVnp6ulStX6pprrtGECROUn59/2sdOnjzZdNEcv3JyePcBwH1aRIXpqh4tTZuJp/BlaTsP6f99usm0f3tNN3PQok+FD2elS1JSki6++GK9+eabCg4ONh9PJywszIwNnXwBgDsdH3pxNhwrraiyXQ5Q7/YVlenu99JUUVVtzjf6xeUd5PP7fLhcLjO3AwA80eWdWyg+JlwFRys0f+Me2+UA9aqyyqV731+jvYVlprfjf25MNvOdvCp8FBcXmyEV53JkZWWZdnZ2tlmG+9hjj2nVqlXauXOn0tLSdOedd2rXrl0aP358Q9QPABcsKDBA4wf8e8dTwJc89flmfZ11UJGhQZp+a381Dgu2XVLdw0dqaqpSUlLM5Zg0aZJpT5kyRUFBQdq8ebPGjRtn9vtwNiM7cOCAli9frp49ezZE/QBQL8YPSJDzZnDltgPaecDeRDygPn22brfeWJ5l2k+PT7Y6z+NkdY4/V1xxxVmX58yaNetCawIAt0toGqHBnVto6ZZ9pvfj19d0s10ScEG27i3Sox+vNe1fDumokcd29PUEnO0CAN87bO6jtFwzTg54q6LSCv3y3TQdKa/Sjzo206MjusqTED4A4Jhh3VuqWWSoWRmwOIMjIeCdqqur9ehH67R9X4lax4TrpZ+kKDjIs17uPasaALAoNDhQ4/onmPbMb7JtlwOcl9eWbdfnG/coJChAr9zST80bh8nTED4A4CQTjq16+XJzvvYUlNouB6iTlZn79T+fbzbt34/qqZS2TeWJCB8AcBJnNcCg9rFyVUsfp7HsFt4j7/BR3fvBt+Z398b+CbrlIs89KJHwAQBn2PF0ZmqOXM5fcsDDlVVW6VfvrdHBknL1jI/WH8f0sr6R2NkQPgDge67t3VpRYcHKOXhU/9p+wHY5wDn9v3mbtDbnsGIahZiNxMJDguTJCB8A8D2NQoN0fUq8aTsngAKe7KPUHL33dbbZJO/5iX2VGBshT0f4AIDTmDiwZrx8/oY9pisb8EQbdhXov+ZsMO0Hh3XR0K5x8gaEDwA4jV5tYtSrTbTKq1zmtFvA0xwqKddd76apvNKlK7vF6b4rk+QtCB8AcAY3Hev9cPb8ONuxEoC7Vbmq9cDMdOUeOqq2sRF6bkJfBQZ67gTT7yN8AMAZjE6OV3hIoLbsLda3OYdtlwOc8MIXW7Vsyz7z++lMMI2JCJE3IXwAwBk4KweclS+OmauZeArP8MV3e/XiF1tNe+rY3uoRHy1vQ/gAgFpMPJ23Lk/FZZW2y4Gf27G/RA/OTDftn/6onW5IqTkOwNsQPgDgLAa2b6qOLSLN6aDz1ubZLgd+7Gh5lZlgWlRaqX5tm+i/r+shb0X4AICzcHaJnHhsx1P2/IAt1dXVemz2em3eU6TmjUP1yi39zUGI3sp7KwcANxnbL0HBgQFmB8nvdhfaLgd+6G+rdpol30GBAXr5J/3UKiZc3ozwAQDn4BxJflWPlqY9k94PuFnazoNm+3TH5JHddHHHZvJ2hA8AqMNhc867z9KKKtvlwE/kF5Xq7vfWqNJVrev6tNbPL+sgX0D4AIBauLxzC7Vp0kgFRys0f+Me2+XAD1RUuXTv+99qb2GZkuIa63/G9fHok2rrgvABALXgjLWPH1CzrHEGe37ADZ7652atzjqoxmHBeu22/ooMC5avIHwAQC2NH5BoTg791/YDZr8FoKF8ui5P/7siy7SfHp+sTi0ay5cQPgCglpxhl8GdW5j2h6n0fqBhbNlbpF9/vM607xrSSdf0aiVfQ/gAgDo4vufHR2m5ZkweqE9FpRW6629pZlO7S5Oa6ZERXeSLCB8AUAfDurdUs8hQ7Ssq0+LN+bbLgY9tJPbIR2u1fX+JWseE68WJKQoO8s2Xad/8fwUADcTZVfLG/jUTT9nzA/Vp+tLtmr9xr0KDAvXqrf3VrHGYfBXhAwDqaMKxoZfFGfnaU1Bquxz4gK8y9+sv8zeb9uOje6pvYhP5MsIHANSRs/JgUPtYuaqlj9Po/cCF2XX4qO774Fvz+zS+f4JuHlQTbn0Z4QMALmDH05mpOXI5rxrAeSirrNLd76bpYEm5erWJ1h/G9PKZjcTOhvABAOfh2t6tFRUerJyDR7Vy2wHb5cBLPT53k9bmFqhJRIhevaW/wkOC5A8IHwBwHhqFBmlM3zamPeObbNvlwAt9+E2OPlidbTaue2FiihJjI+QvCB8AcIFDLws27jXd5kBtbdhVoP/+ZINpTxreRUO61Gxe5y8IHwBwnnq1iTHj9OVVLnPaLVAbh0rK9cu/pam80qXh3eN0z9Ak+RvCBwBcgJsGtjUfZ6zONptEAWdT5arWAzPTzQqXds0i9MyEvgoM9P0Jpt9H+ACAC3B933iFhwRqa36x1mQftl0OPNzzi7Zo2ZZ95ndm+q39FdMoRP6I8AEAFyA6PETX9Y437ZlMPMVZLNq0Vy99mWnaT47to+6to+WvCB8AcIEmHtsUat7a3eZgMOD7duwv0UMfppv2HZe015iUmpVS/qrO4WPZsmUaNWqU4uPjzUYoc+bMOXFfRUWFfvOb36h3796KjIw0j/npT3+qvLy8+q4bADzGgHZN1bFFpI5WVOnTdbttlwMPc6S8Une9m6ai0kr1b9dUj13bXf6uzuGjpKREycnJmjZt2g/uO3LkiNasWaPf/e535uOsWbOUkZGh0aNH11e9AOBxnDdiE48tu3UmngLHOZOQJ89ar817itS8cZheuaWfOZzQ3wXX9QtGjhxprtOJiYnRwoULT/ncyy+/rEGDBik7O1tt29bMCgcAXzO2X4L+Mj/D7Fa5Ka9QPeL9dzwf//Z/K3fok/Q8BQUGaNpPUtQyOtx2SR6hweNXQUGBeVfQpMnpT+grKytTYWHhKRcAeBvnXe1VPVqa9oepHDYHKXXHQf3xs+9M2xlquahjM9sl+Uf4KC0tNXNAbr75ZkVHn/5dwNSpU02PyfErMdH3T/MD4Nt7fsxak6vSiirb5cCi/KJS3f3eGlW6qvXjPq1156XtbZfkH+HDmXw6YcIEM9716quvnvFxkydPNr0jx6+cHN4xAPBOlyU1V5smjVRYWqn5G/fYLgeWVFS5dO973yq/qExdWjbWU+P6+MVJtdbDx/HgsXPnTjMH5Ey9Ho6wsDBz/8kXAHgjZ1x//IAE03YODIN/evKfm7V6x0E1Dgs2G4lFhtV5eqXPC2yo4LF161YtWrRIzZoxxgXAf4wfkGhOKV21/aCy9pfYLgduNndtnt5ckWXaz0xIVscWjW2X5Bvho7i4WOnp6eZyZGVlmbazmsUJHjfeeKNSU1P13nvvqaqqSnv27DFXeTknPgLwfc6wy/ETSpl46l+27C3Sbz5eZ9p3X9FJV/dsZbsk3wkfTrBISUkxl2PSpEmmPWXKFO3atUtz585Vbm6u+vbtq9atW5+4Vq5c2RD1A4DHOb7nx8dpuWb8H76vsLRCd/0tzWw058z9eXhEV9slebQ6D0RdccUVZz25kVMdAfi7K7u1VPPGodpXVKYvN+fzDtjHuVzVeuTDtdq+v0TxMeF6YWJfM/8HZ8Y2awBQz5wdLMf1q5l4OvMbhl583fRl27Rg016FBgXq1Vv7q1njMNsleTzCBwA0gAnHhl6WZORrd8FR2+WggazYul9Pz88w7Seu76nkxNNvqIlTET4AoAF0atFYgzrEylUtfZyaa7scNIBdh4/qvg/WmH/jmwYk6uZBHCFSW4QPAGjgiaczU3PMvAD4DmcH21+9m6ZDRyrUu02M6fVA7RE+AKCBjOzVWlHhwco9dFRfbdtvuxzUoyfmbdS63AI1iQjRq7f2U3hIkO2SvArhAwAaSKPQII3p28a0ZzDx1GfM/CZbH6zOMZvJvTgxRQlNI2yX5HUIHwDQgG46NvSyYOMeHSxhs0Vvty73sH73yUbTfviqLhp8bEM51A3hAwAaUK82MWZOQEVVtTntFt7LCY+/eneNyitdGt69pe6+Isl2SV6L8AEAbur9cPb8YCNG71TlqtYDM741K1zaN4sw57YEspHYeSN8AEADG903XuEhgdqaX6w12Ydsl4Pz8NzCLVq+db8ahQRp+m39FdMoxHZJXo3wAQANLDo8RNf1jjftGauZeOptFm7aq5cXZ5r2k+N6q1uraNsleT3CBwC4wcRBNUMvn67braLSCtvloJay9pdo0syaU9zvuKS9rj+2egkXhvABAG4woF1TdWoRaU49nbd2t+1yUAtHyivNSbVFZZXm3++/rutuuySfQfgAADcICAjQxIFtT+wTAc/mTAyePGu9MvYWqUVUmF65pZ9CgnjJrC88kwDgJjf0a6OQoACtzS3QprxC2+XgLN5ZuUOfpOcpODDABI+46HDbJfkUwgcAuEnzxmG6qkdL06b3w3N9s+Og/vTZd6b92LXdNbB9rO2SfA7hAwDc6KZjQy+zv91lDieDZ8kvLNXd761Rpatao5Pj9bNL29suyScRPgDAjS5Paq42TRqpsLRSn2/YY7scnKSiyqV73l+jfUVl6toyyiyrdebqoP4RPgDAjZxdMScMqFl2O4OhF48y9R+b9c2OQ4oKCzYbiUWEBtsuyWcRPgDAzcYPSDAnoq7aftDsIwH7Pknfpbe+yjJtZ+v0Ds0jbZfk0wgfAOBm8U0aacix01Cd815gV8aeIv327+tN+56hnTSiZyvbJfk8wgcAWDDx2GFzH6flmrkGsKOwtEJ3vZtmNn+7vHNzTbqqq+2S/ALhAwAsGNa9pZo3DtX+4jJ9uTnfdjl+yeWq1sMfrjVDX84k4BcmpiiIk2rdgvABABY4u2WO659g2gy92PHq0m3m0LjQ4EC9ems/xUaG2i7JbxA+AMCSm46telmSka/dBUdtl+NXlm/dp2cWZJj2H67vqT4JTWyX5FcIHwBgSccWjTWoQ6xc1dJHqbm2y/EbuYeO6P4PvjXPuzP35vjGb3AfwgcAeMDEU2foxZmDgIbl7Cr7q3fX6NCRCvVJiNHjo3vaLskvET4AwKJre7dWVHiwdh0+qq+27bddjs97fO5Grd9VoKYRIebAuPCQINsl+SXCBwBY5Lz43ZDSxrRnMPG0Qc1YnW2eY2dBy4s3pyihaYTtkvwW4QMALLvp2NDLgo17dKC4zHY5Pmld7mFNmbvRtB8e0VWXd67Z5A12ED4AwLKe8THq3SZGFVXV5rRb1K+DJeVmnkd5pUtX9WipXw3pZLskv0f4AAAP6v1whgWqq5l4Wl+qXNVmZYszp8Y5r8U5t8U53A92ET4AwANc3zdejUKClJlfrDXZh2yX4zOeXZihFZn7zXM7/db+ig4PsV0SCB8A4BmiwkN0XZ/Wpj1jNRNP64Mzh2ba4m2m/dSNfdS1VZTtknAM4QMAPGzPj0/X7VZRaYXtcrza9n3F5twWx52XdtDo5HjbJeEkhA8A8BD92zVVpxaR5oTVuWvzbJfjtY6UV5qTaovKKjWofawmX9vNdkn4HsIHAHiIgIAATTy21TeHzZ0fZ7Lub/6+Xlv2FisuKkwv35JiDvGDZ6nzv8iyZcs0atQoxcfHm/9Q5syZc8r9s2bN0ogRI9SsWTNzf3p6en3WCwA+bWy/NgoJCtC63AJtzCuwXY7XefurHZq3Nk/BgQFmB9O4qHDbJaE+wkdJSYmSk5M1bdq0M95/2WWX6amnnqrrtwYAv9escZhG9Ghl2h/S+1Enq7MO6s//+M60//u67hrQPtZ2STiDYNXRyJEjzXUmt912m/m4Y8eOun5rAMCxPT8+W7/bbDg2+drunD9SC/mFpbrn/TWqdFWbZcu3X9Ledkmoz/BR38rKysx1XGFhodV6AMC2y5Kaq02TRmZjrIdmpqtVDEMH5/L19oPaV1Smbq2iNHVsbzPsD89lPXxMnTpVTzzxhO0yAMBjODtwOr0fzy7con9u2GO7HK/hnA7sbCQWEWr9pQ3nYP1faPLkyZo0adIpPR+JiTVr3QHAX/3n4I4KDQ5kv49aCgoI0KjkeLVvHmm7FHhD+AgLCzMXAODfnHked3EAGnwUi58BAIBn93wUFxcrMzPzxO2srCyzl0dsbKzatm2rgwcPKjs7W3l5NbvzZWRkmI+tWrUyFwAA8G917vlITU1VSkqKuRzOfA2nPWXKFHN77ty55vZ1111nbk+cONHcnj59en3XDgAAvFBAtbMXrQdxJpzGxMSooKBA0dHRtssBAAD1/PrNnA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBfp9p+3/ENV52d0gAAgHc4/rpdm43TPS58FBUVmY+JiYm2SwEAAOfxOu5ss+5VZ7u4XC5zIm5UVJQCAgLqPZU5oSYnJ4dzY86B56r2eK5qj+eqbni+ao/nyv5z5cQJJ3jEx8crMDDQu3o+nIITEhIa9Gc4Tza/nLXDc1V7PFe1x3NVNzxftcdzZfe5OlePx3FMOAUAAG5F+AAAAG7lV+EjLCxMv//9781HnB3PVe3xXNUez1Xd8HzVHs+Vdz1XHjfhFAAA+Da/6vkAAAD2ET4AAIBbET4AAIBbET4AAIBb+UX4WLZsmUaNGmV2XXN2TZ0zZ47tkjzW1KlTNXDgQLPDbFxcnMaMGaOMjAzbZXmkV199VX369DmxUc+PfvQj/fOf/7Rdlld48sknzX+LDz74oO1SPM7jjz9unpuTr27dutkuy2Pt2rVLt956q5o1a6ZGjRqpd+/eSk1NtV2WR2rfvv0Pfrec65577nF7LX4RPkpKSpScnKxp06bZLsXjLV261Pwirlq1SgsXLlRFRYVGjBhhnkOcytmJ13kRTUtLM3/srrzySl1//fXauHGj7dI82jfffKPXXnvNBDecXs+ePbV79+4T14oVK2yX5JEOHTqkSy+9VCEhISb4b9q0Sc8884yaNm1quzSP/W9v90m/V87feMf48ePdXovHba/eEEaOHGkunNvnn39+yu133nnH9IA4L7CDBw+2VpcncnrTTvanP/3J9IY4wc158cAPFRcX65ZbbtEbb7yhP/7xj7bL8VjBwcFq1aqV7TI83lNPPWXOKHn77bdPfK5Dhw5Wa/JkLVq0OOW28+apU6dOGjJkiNtr8YueD5y/goIC8zE2NtZ2KR6tqqpKM2bMMD1EzvALTs/pVbvuuus0fPhw26V4tK1bt5ph4o4dO5qwlp2dbbskjzR37lwNGDDAvHN33iSlpKSYYItzKy8v17vvvqs777yz3g9xrQ2/6PnA+Z8w7IzJO92avXr1sl2OR1q/fr0JG6WlpWrcuLFmz56tHj162C7LIznhbM2aNabrF2d20UUXmR7Hrl27mq7xJ554Qpdffrk2bNhg5mLh37Zv3256GydNmqTHHnvM/G7df//9Cg0N1e233267PI82Z84cHT58WHfccYeVn0/4wFnfpTp/8BhvPjPnBSI9Pd30EH388cfmD54zb4YAcirn6O4HHnjAjDGHh4fbLsejnTxE7MyLccJIu3bt9OGHH+rnP/+51do88Q2S0/Px5z//2dx2ej6cv1nTp08nfJzDm2++aX7XnB42Gxh2wWnde++9+vTTT7V48WIzsRKn57zDSkpKUv/+/c1KIWdi8wsvvGC7LI/jzBnKz89Xv379zHwG53JC2osvvmjazrAVTq9Jkybq0qWLMjMzbZficVq3bv2DoN+9e3eGqc5h586dWrRokX7xi1/IFno+cArnqJ/77rvPDB8sWbKEyVvn8U6srKzMdhkeZ9iwYWaI6mQ/+9nPzBLS3/zmNwoKCrJWmzdM0t22bZtuu+0226V4HGdI+PtbAWzZssX0FOHMnAm6zhwZZ/6VLcH+8h/vye8asrKyTFe5M4mybdu2VmvzxKGW999/X5988okZX96zZ4/5fExMjFlDj3+bPHmy6bZ0foeKiorM8+YEtvnz59suzeM4v0vfnzcUGRlp9mZgPtGpHnnkEbOSynkBzcvLM6ePOuHs5ptvtl2ax3nooYd0ySWXmGGXCRMmaPXq1Xr99dfNhTO/QXLChzMs5fQ6WlPtBxYvXuyc3PuD6/bbb7ddmsc53fPkXG+//bbt0jzOnXfeWd2uXbvq0NDQ6hYtWlQPGzasesGCBbbL8hpDhgypfuCBB2yX4XFuuumm6tatW5vfqzZt2pjbmZmZtsvyWPPmzavu1atXdVhYWHW3bt2qX3/9ddslebT58+ebv+kZGRlW6whw/sde9AEAAP6GCacAAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAEDu9P8BtqdJQBjjBNMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.390381Z",
     "start_time": "2025-03-01T07:51:16.348809Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 折线图的绘制  折线的颜色(color) 折线的透明度(alpha) 折线的样式(linsstyle) 折线的宽度（粗细）(linewidth)\n",
    "# 线的样式：‘-’实线  ‘--’短线  '-.'短点相间线  ‘:'虚点线\n",
    "plt.plot(x, y, color='red', alpha=0.5, linestyle='--', linewidth=3)\n",
    "plt.show()"
   ],
   "id": "b9619c39f5e8b337",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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vLVsmff21q4oAgPABpLSMjPqjH6Wl0qpVrioCAMIHkPLOPFPq0yd4b/ly6fBhVxUBSHOEDyAdRz8qKhj9AOAM4QNIB716Sf37+78+5RTp0kulUaNcVwUgTXGqLZAubPSje3dp9GipTRvX1QBIY4QPIF106+ZfAOAY0y4AACChCB8AACChCB8ApK++cl0BgDRC+ADS2cGD0iuvSL/5jbR/v+tqAKQJFpwC6WrpUmnFitpW6/b4mmtcVwUgDTDyAaQrCx2RZ7ysXSvt2eOyIgBpIurwUVhYqPz8fOXm5iojI0MFBQX1vmbjxo264oorlJ2drbZt22rUqFHavn17rGoGEAtjx0pZWcF7S5a4qgZAGok6fFRUVCgvL09z5sxp8PNbtmzRRRddpIEDB2rp0qVas2aNfvGLX6gNTY2AcLFOpxZAIm3aJO3c6aoiAGkio7q6urrZvzkjQ/Pnz9dVV1117N4NN9ygzMxM/elPf2rW9ywrK/NGTEpLS9WhQ4fmlgagKSorpd/9zj/rpUbfvtKMGS6rApCEonn9jumaj6qqKr3yyivq37+/pk6dqq5du+qCCy5ocGqmRmVlpVdw5AUgQWza5aKLgvdKSqStW11VBCANxDR87Nu3T+Xl5fr1r3+tadOm6bXXXtM3v/lNXX311Vq2bFmDv2f27NleUqq5evbsGcuSAJyIHTBX913K4sVS8wdFASCxIx/myiuv1F133aXhw4frX/7lX3T55Zdr7ty5Df6eWbNmeUM0NdeOHTtiWRKAE2nVSho/PnjP1n1s3uyqIgApLqbho3PnzmrVqpUGDRoUuH/OOec0utslKyvLmxuKvAAk2PDhUk5O8B6jHwCSIXy0bt3a21a7yVbMR9i8ebN69+4dyz8KQCy1bClNnBi8t3evtG6dq4oApLCoO5zamo7i4uJjj0tKSlRUVKScnBz16tVLd999t66//nqNGzdOEydO1IIFC/TSSy95224BhNiQIdLy5bZ4K9j3w0YyLZwAgKutthYiLFTUNWPGDD322GPerx999FFvIenOnTs1YMAA3Xfffd46kKZgqy3g0IcfSk89Fbx3xRXSuee6qghAkojm9fuk+nzEA+EDcMh+HPzhD9KuXf7jjAxpzBjp0ktdVwYg5Jz1+QCQ5CxsTJrk//qcc6R/+ieCB4CY41RbAEHW4fT226UuXVxXAiBFMfIBoP7oB8EDQBwRPgAAQEIRPgAAQEIRPgA0zdGj0rvvWrMf15UASHIsOAVwfHZm05o11uRH+uIL6bPPpOnTXVcFIIkx8gHg+KzLaUGBHzzMqlVSaanrqgAkMcIHgOM777xge3Wbflm2zGVFAJIc4QPA8Z12mjRyZPBeUZE//QIAzUD4AHBiF18sZWYG14FwWCSAZiJ8ADixdu2kCy4I3lu3Ttqzx1VFAJIY4QNA04wdK7VpE7y3eLGragAkMcIHgKY55RT/hNtImzdLO3a4qghAkiJ8AGg6m3pp2zZ47403pOpqVxUBSEKEDwBNl5XlLz6N9PHHUkmJq4oAJCHCB4Do2LbbDh2C9xj9ABAFwgeA6LRqJY0fH7y3a5e0aZOrigAkGcIHgOgNHy7l5NTf+cLoB4AmIHwAiJ61W584sfZxly7ShAkuKwKQRDjVFkDzDBniNxobNEgaOlRqwXsZAE1D+ADQPBkZ0o03uq4CQBLirQoAAEgowgcAAEgowgeA+GDnC4BGED4AxJb1/PjTn6Tly11XAiCkWHAKIDb275def1368EP/8c6d0qhR/oF0ABCBkQ8AsXHkSG3wMJWV0t/+5rIiACFF+AAQG926+b0/Ir39tlRe7qoiACFF+AAQO9b1NLLZmI2GsPYDQB2EDwCx06mTf+5LpFWrpC++cFURgBAifACILTvx1s5+qXH0qLRsmcuKAIQM4QNAbGVnSyNHBu8VFUmffeaqIgAhQ/gAEHsXXyxlZgYbji1Z4rIiACFC+AAQe+3aSRdeGLy3fr20Z4+rigCECOEDQHyMGSO1aRO8t3ixq2oAhAjhA0B8WGfTsWOD9zZvlnbscFURgGQNH4WFhcrPz1dubq4yMjJUUFAQ+Px3vvMd737kNW3atFjWDCBZXHCB1LZt8N4bb3DoHJDmog4fFRUVysvL05w5cxr9Ggsbu3fvPnb95S9/Odk6ASSj1q39xaeRdu+WSktdVQQgGQ+Wmz59uncdT1ZWlrpZq2UAsG23b70lffmldP75/lTMqae6rgpAqp1qu3TpUnXt2lUdO3bUJZdcol/+8pfqZJ0PG1BZWeldNcrKyuJREgBXWrWSrrlG6thRat/edTUAUnHBqU25PPHEE3rjjTd0//33a9myZd5IyVHrctiA2bNnKzs7+9jVs2fPWJcEwLVevQgeAI7JqK5u/sovW0w6f/58XXXVVY1+zdatW3XWWWdp0aJFmjRpUpNGPiyAlJaWqkOHDs0tDQAAJJC9ftsgQlNev+O+1fbMM89U586dVVxc3Oj6ECsy8gIAAKkr7uFj586d2r9/v7p37x7vPwpAsrGBV7bdAmkn6gWn5eXlgVGMkpISFRUVKScnx7vuu+8+XXPNNd5uly1btuif//mf1a9fP02dOjXWtQNIVrbV1g6be/996fLLpX79XFcEIMzhY9WqVZo4ceKxxzNnzvQ+zpgxQw899JDWrFmjxx9/XF988YXXiGzKlCn6t3/7N296BQC0cKG0cmXtiMd77xE+gDQTdfiYMGGCjrdGdaH9YAGAxuTkBKdaPvzQuhfW74QKIGVxtguAxBo6VMrMrH1cVeVPwQBIG4QPAIllJ90OHhy8Z1MvLDwF0gbhA0DinXtu8PH+/dL27a6qAZBghA8AiWedjDt3rj/6ASAtED4AJF5GRv3Rjw0bpEOHXFUEIIEIHwDcyMuTWrasfXzkiLR2rcuKACQI4QOAG7a1dsCA4D2mXoC0QPgA4E7dqZfdu/0LQEojfABw58wzpezs4D1GP4CUR/gA4E6LFtKIEcF7a9b46z8ApCzCBwC3LHzY7pcalZX+zhcAKYvwAcAtm3Y56yz/1xZC7JC5ulMxANL7YDkAiLnRo6UePfxREIIHkPIIHwDcs5GPmtEPACmPaRcAAJBQhA8AAJBQhA8AAJBQhA8A4VRVJW3eLJWVua4EQIyx4BRAuHz+ufT++/518KA0frw0caLrqgDEECMfAMLlzTelwkI/eBgLITYKAiBlED4AhPuwOZt22bLFVTUA4oDwASBcunf3r0gcNgekFMIHgPCPfmzaJJWXu6oGQIwRPgCEz9ChUmZm7WNb8/HBBy4rAhBDhA8A4dOmjTR4cP2pl+pqVxUBiCHCB4DkmHrZv1/avt1VNQBiiPABIJx69pQ6dw7eY+EpkBIIHwDCKSOj/ujH+vXSoUOuKgIQI4QPAOGVlye1bFn7+OuvpTVrXFYEIAYIHwDCq21bacCA4D0WngJJj/ABINzqTr3s2SPt3u2qGgAxQPgAEG5nnSWddlrw3rp1rqoBEAOcagsg/AtPR4yQli2Tzj7bHwmxjwCSFuEDQPiNGuWHjvbtXVcCIAYIHwDC79RTXVcAIIZY8wEAABKK8AEAAMIdPgoLC5Wfn6/c3FxlZGSooKCg0a/9wQ9+4H3Nf//3f59snQAAIF3DR0VFhfLy8jRnzpzjft38+fO1cuVKL6QAQEwdPSpt2CD9+c/+RwCpveB0+vTp3nU8u3bt0g9/+EMtXLhQl1122cnUBwBBq1dLixfbOyH/sXU7HTTIdVUAXO52qaqq0s0336y7775bgwcPPuHXV1ZWeleNsrKyWJcEIJW0alUbPMzWrdIXX9RvRAYgfRac3n///WrVqpXuvPPOJn397NmzlZ2dfezqacdoA0BjbJSjTZvaxzby8f77LisC4DJ8rF69Wr/97W/12GOPeQtNm2LWrFkqLS09du3YsSOWJQFINZmZ0rBhwXsWPqqqXFUEwGX4WL58ufbt26devXp5ox92bdu2TT/5yU/Up0+fBn9PVlaWOnToELgAIKrD5my6dssWV9UAcLnmw9Z6TJ48OXBv6tSp3v3vfve7sfyjAKSzbt0k20n3ySe19957jzNfgFQNH+Xl5SouLj72uKSkREVFRcrJyfFGPDp16hT4+szMTHXr1k0DBgyITcUAUDP6ERk+Nm2yH1BSu3YuqwIQj2mXVatWacSIEd5lZs6c6f36nnvuifZbAUDzDR3qr/+oYWs+PvjAZUUA4jXyMWHCBFXb6vIm+vjjj6P9IwDgxLKyJNvOX1QUnHoZM0Zq4oJ3AG5wtguA1Fl4un+/tG2bq2oANBHhA0Dysr5AnTsH79noB4BQI3wASF42vVJ39MPOevnqK1cVAWgCwgeA5JaXJ7VsWfv466+ltWtdVgTgBAgfAJJb27bSwIG1j7Oz/fNfAIQW/4UCSH7nned/tCmYvn2lFryvAsKM8AEg+Z15pn8BSAq8PQAAAAlF+AAAAAlF+AAAAAlF+ACQug4ckMrKXFcBoA4WnAJILdbnY+NGv9NpSYk0erQ0darrqgBEYOQDQGopLJSee84PHsZOurVAAiA0CB8AUq/jaaQvv5Q2bXJVDYAGED4ApJZOnaTevYP3OGwOCBXCB4DUU/ewua1bpS++cFUNgDoIHwBSz6BBUps2tY+rq6X333dZEYAIhA8AqSczUxo2LHjPwkdVlauKAEQgfABIj6kX6/exZYuragBEIHwASE3dukm5ucF7LDwFQoHwASB9Rj9sy215uatqAPwd4QNA6ho61F//UcPWfBQVuawIAOEDQErLypIGD64/9WK7XwA4Q/gAkF5TL3bY3LZtrqoBQPgAkPJ69pS6dAneY+Ep4BThA0Bqy8ioHf3IyZEmT5amTHFdFZDWWrkuAAAScthc9+7+mS8WRgA4RfgAkPpOPVXq08d1FQD+jmkXAACQUIQPAACQUIQPAACQUIQPAOnp00+lhQul9etdVwKkHRacAkgvW7dKS5dK27fX9gGp2wUVQFwx8gEgvRw+XBs8zI4d/igIgIQhfABIL2efLbVrF7xHx1MgoQgfANJLy5bS8OHBex98IH39tauKgLRD+ACQfkaMCD7+8ktp0yZX1QBpJ+rwUVhYqPz8fOXm5iojI0MFBQWBz997770aOHCg2rZtq44dO2ry5Ml6++23Y1kzAJycTp3qdzxl6gUIb/ioqKhQXl6e5syZ0+Dn+/fvrwcffFBr167VihUr1KdPH02ZMkWfsqALQJjUHDZXY8sW6fPPXVUDpJWM6urq6mb/5owMzZ8/X1dddVWjX1NWVqbs7GwtWrRIkyZNOuH3rPn60tJSdejQobmlAcDxHTkiPfCAdOhQ7b1x46RLLnFZFZC0onn9juuaj8OHD2vevHleMTZa0pDKykqv4MgLAOIuM1MaNix4r6hIqqpyVREQX7a2yRrrWfB2LC7h4+WXX1a7du3Upk0b/dd//Zdef/11de7cucGvnT17thdOaq6e1vAHAFxMvdibn+JiV9UA8VVeLm3YIP3hD9KBA0q58DFx4kQVFRXpzTff1LRp03Tddddp3759DX7trFmzvCGammuHNfwBgETo1k3KzQ3eY+EpUlXXrtL3vy+1bSvNmydt25Za4cN2uvTr108XXnihHnnkEbVq1cr72JCsrCxvbijyAgBnox+bN0sHD7qqBoivU0+Vvv1taexYf9dXKvf5qKqq8tZ2AEDoDB3qr/+oYWs+rOkYkKpatJAuvrh+p98wHyxXXl6u4og50ZKSEm+KJScnR506ddKvfvUrXXHFFerevbs+++wzb0vurl27dO2118a6dgA4eVlZ0pAh0vvv13ZAtYV5AMITPlatWuWt6agxc+ZM7+OMGTM0d+5cffjhh3r88ce94GFhZNSoUVq+fLkGc2okgDBPvezcKZ13nr8DxoamgWRWXS1t3Cidc471xVBK9fmIB/p8AEi4mh+DIfwhDTTLypXSggXW+VP65jelU05R2vT5AICkYKGD4IFUsW2b9NprtQuobWfLnj0KE8IHAACp4uBB6dlng83y7NiAkDXwJHwAAJAKjh71g4c1E4s0frw//RIihA8AaIy1oa6ocF0F0DQ21bJ9e/Bev35++Ej23S4AkPJsftw6na5ZI9lOvfx81xUBx7d2rfT228F7p50mXXON39cjZAgfABBp9WrppZeCP9SnTpVat3ZZFdC4vXulF18M3mvVSrr++oTscmmO8MUhAHDp7LODO18OH5bWr3dZEdC4Q4ekp5+uf1Lt5ZdL3bsrrAgfABDJ+hNYAInEYXMIa3+a+fPrn1A7cqQ0fLjCjPABACc6bM5O227kZG7AmeXLpU2bgvfOOEOaNk1hR/gAgLps5KPuoVs1Z78AYbBli7RkSfCeHQtw3XX+eo+QI3wAQF12uFzdYWs76fbrr11VBNSyBmL/93+1xwIYW6dkB7hmZysZED4AoCEjRgQf20m3dYe4ARdatJBuvlnKza29N3my1LevkgXhAwAa0qmT1KdP8B4LTxEWp50m3XKLH5Lt5NoxY5RMwj8xBAAuF55+/HFwnt3OyejY0WVVgM/Wdlx5pd9WPckORmTkAwAaM2hQ/SZNLDxFGNcoJRnCBwAc753lsGHBe0VFwRNDgXg7ciS4uDQFED4AIJqeH3Y0eXGxq2qQbqqqpCeflF54oX4X0yRG+ACA4zn9dL9xUyQWniJRFi+WSkr8EbdHHvHXHKUAwgcANHX0w6Zh8vKk0aNdV4R0sHGjtGJF8LTlv/wlJaZg2O0CACcyZIi/o2Do0NCeEooU89lnUkFB/YWl+flJt7OlIYQPADiRrCzp/PNdV4F0cfiwf1JtZWXw/tSpUs+eSgVMuwAAEBbV1f7i0k8/Dd63XVejRilVED4AAAiLlSul9evrL3pOkemWGoQPAADC4OOPpddfD95r00a6/nopM1OphPABAM2dl7dup7YjAThZZWXSs8/Wb2B39dVSTo5SDQtOASDaXQhvvSWtXesHEBsSHzgwpYbEkWBHj/rBo6IieH/8eKl/f6UiRj4AINp3qKtX+8HD7N0rffKJ66qQzBYulHbsCN7r188PHymK8AEA0ejb1z/OPBIdT9Fca9ZI77wTvGf/vq65RmqRui/Rqfv/DADiwaZX6p73UjMFA0Tr9NODazqsi64tME3xZnaEDwCI1vDhwTUeFjzqbo8Emho+brtNGjDAf3z55VL37kp1hA8AiFaHDtLZZwfvMfWC5mrTRrrhBummm/xgmwYIHwDQHHWnXmzB4L59rqpBssvIqB9oUxjhAwCaw14o2rUL3mP0A2gSwgcANIedMFp3iPyDD6Svv3ZVEcLu88+lJUvqNxJLQ4QPAIjV1MtXX0kffuiqGoTZkSPSM89Iy5ZJf/pT/YZiaYbwAQDNZVskre9HJKZe0NBJta+8Iu3e7T8uKZEefjit1wgRPgAglqMfW7f6w+tADeuIW1QUvNe6tZSdrXQVdfgoLCxUfn6+cnNzlZGRoYKCgmOfO3LkiH72s59p6NChatu2rfc1//AP/6BPaD0MIFWdc079hlB24Bxgdu6UXn21fvC4/nopK0vpKurwUVFRoby8PM2ZM6fe57788ku99957+sUvfuF9fP7557Vp0yZdccUVsaoXAMLFOlIOGxa8t2uXq2oQJrauw9Z52MFxka66SurSReks6lNtp0+f7l0Nyc7O1uuvvx649+CDD+r888/X9u3b1atXr+ZXCgBhnnqx0Y4hQ/xfn3GG64rgmu1o+etf/YMII40ZIw0apHQXdfiIVmlpqTc9c1rdg5j+rrKy0rtqlNX9iwKAZGiR/dOf+sPpgFm82F9YGqlPH2nyZFcVpc+C00OHDnlrQG688UZ1sHbEDZg9e7Y3YlJz9ezZM54lAUB8EDxQY+NGacWK4D17Dbz22pQ+qTYacXsWbPHpddddp+rqaj300EONft2sWbO80ZGaa4e1KAYAIBl99pkUsRHjWEO6666T2rZ1VVV6TLvUBI9t27Zp8eLFjY56mKysLO8CACCp2enGTz9t6wmC96dNk3r0cFVVeoSPmuDx0UcfacmSJerUqVOs/wgASB7Wbt12xCD1G4m98IL06afB+3l50siRrqoKraj/iygvL1dxcfGxxyUlJSoqKlJOTo66d++ub33rW94225dffllHjx7Vnj17vK+zz7dmThRAOjh0SFq3zu92am/ArrnGdUWIt4MHpW3bgve6dZMuv9w/sRYBGdW2KCMKS5cu1cSJE+vdnzFjhu699171rdtq+O9sFGTChAkn/P6228UWntr6j+NN1wBAKNmbMxt6t7M8jI16/OQn9RuRITUDyLPPStu3+3/ft90mdeyodFEWxet31CMfFiCOl1eizDIAkFpyc4Onltq0y5o10gUXuKwKidC+vb0Tl6zf1VlnpVXwiBZ7fgAglk491W+5HsmmX3hjlh5sZ4stMD37bNeVhBrhAwDifdjc3r0SZ1wBxxA+ACDWbO1b3SF3G/1A6ti3j9Gsk0D4AIBYs90NI0YE761d6/eBQPKzXZzz5vmLS+v29ECTED4AIB6GDw9usbTgsX69y4oQC1995e9msoXEGzZIv/+939UUUSF8AEA82FbD/v2D91avdlUNYsGmWZ5/Xvr889p7Fjz4e40a4QMAErXwdOdOf60AklNhofTRR8F71jadk2qjRvgAgHix7ZbW+yESC0+Tk4WOpUuD9+ygODswzrbXIiqEDwCIFzs+3dZ+RPrgA3+9AJKHTbM891xwd4v93V57rT+9hqgRPgAgnuruerEFix9+6KoaRMva5NsCUzuvJ5JNtfTp46qqpEf4AIB4ysnx+35EYuolOdhIxyuv+FtrIw0aJI0e7aqqlED4AIBELjzt3t1/8aJBVfjZLpaiouC9zp2lK6/kpNqTFPXBcgCAKNlZLxdeKOXl+eED4Wc7k159NXivdWvp+uulrCxXVaUMwgcAxFurVv5hY0gOFRXSM89IR48G7191ldSli6uqUgrTLgAARHrpJamsLHhv7Fh/ugwxQfgAACDSpZdKXbvWPrZdLZMmuawo5RA+AACI1KmT9L3vSUOH+n08rJ+H9fVAzLDmAwBcsN0uu3b5fT+sEyrCxRaXXn21VF7udzJFTBE+ACCRLGxYl1Pr9WHnvHTsKN15J1s3w8j+Tuq2x0dMMI4EAIm0f7+0YEHtAXPWuvvjj11Xlb7ot+IE4QMAEumMM4KLGQ0dT9156y2/i2ndbbWIK8IHACR6KD+y46nZsEH68ktXFaUvG3FatEh6913pj3+sv70WcUP4AIBEGzYseAy7vetes8ZlRenHgsazz0pVVbUdTefNq3+AHOKC8AEAiXbqqX7L9bpTL6w/SAwLe9bB1DqZRho5UmrTxlVVaYXwAQAu1J16sQWotvUW8WcLfm2kI5Jtdx4/3lVFaYfwAQAu9O3rb7ONxMLT+LNtzrbGI5L9PVhPD7Y7JwzhAwBcsBe6ESOC99atkyorXVWU+vbs8c9tqXvon51Ue8oprqpKS4QPAHDFwkfku+3Dh6X1611WlNrN3Z5+Wvr66+D9/HypWzdXVaUtwgcAuGLdM/v3D95j6iX2bCHv88/7Dd0ijRol5eW5qiqtET4AIEwLT20h5N69rqpJTcuWSR99FLzXo4c0bZqritIe4QMAXLJdFnXPD3n/fVfVpB4LHRY+ItlBcdddF+y1goQifACAS3ZU+/DhwXsffkjPj1iwaZbnngs+l/Z8X3ut1KGDy8rSHqfaAkAYFp4uXy717OlPwwwezLbPWLCdQ1lZwa6lkydLffq4rAq22au6OlzxuqysTNnZ2SotLVUHkimAdHqXXrfvB06enZljox9btvih7lvfItiF4PWbkQ8ACAOCR/xa2d90k/T22/6oEsEjFAgfAIDUZus8Ro92XQUisOAUAACEO3wUFhYqPz9fubm5ysjIUEFBQeDzzz//vKZMmaJOnTp5ny8qKoplvQCQXsK1LC+8qqr8Lco8X6kZPioqKpSXl6c5c+Y0+vmLLrpI999/fyzqA4D0Yy+g27ZJ8+f7iyVxYm+8Ib3wgvTkk34rdaTWmo/p06d7V2Nuvvlm7+PHH398cpUBQDqy7qbPPCPt3+8/tgWSrVs3/fdPmSK1aVP//oED0ooVza/LjpvPzq5/v7xcWry4+d/X1mJ06VL/vp1zs2BB077HkSPS2rW1TcXmzfMPi+PMltByvuC0srLSuyK36gBAWu96OXgwOAoSzXkvEyc2HD4sJJzMuTHnn99w+LCf3yfzfW37a0Ph4+jR5n9fex2pe4AcQsX5gtPZs2d7+4Jrrp7WZAcA0pWNcgwZ4rqK5Gaj83Z2C0LLefiYNWuW15Ck5tqxY4frkgDArTFjoptqQS3r5XHeea6rQNinXbKysrwLAPB3nTtLt94qbdjgT2tEIzOz4ft2eN2FF55cs66G2BTPyXzfhqZyTKtW0X/f7t2lYcNoJJYEnIcPAEADTj/dv2K5liQeR8jbCbHx+L4WojjyPmVFHT7Ky8tVXFx87HFJSYnXyyMnJ0e9evXSgQMHtH37dn3yySfe5zdt2uR97Natm3cBAID0FvWaj1WrVmnEiBHeZWbOnOn9+p577vEev/jii97jyy67zHt8ww03eI/nzp0b69oBAEAS4lRbAACQ0Ndv57tdAABAeiF8AACAhCJ8AACAhCJ8AACAhCJ8AACAhCJ8AACAhCJ8AACAhCJ8AACAhCJ8AACA9D5YrqbhqnVKAwAAyaHmdbspjdNDFz4OHjzofezZs6frUgAAQDNex63NelKd7VJVVeWdiNu+fXtlZGTEPJVZqNmxYwfnxpwAz1XT8Vw1Hc9VdHi+mo7nyv1zZXHCgkdubq5atGiRXCMfVnCPHj3i+mfYk80/zqbhuWo6nqum47mKDs9X0/FcuX2uTjTiUYMFpwAAIKEIHwAAIKHSKnxkZWXpX//1X72POD6eq6bjuWo6nqvo8Hw1Hc9Vcj1XoVtwCgAAUltajXwAAAD3CB8AACChCB8AACChCB8AACCh0iJ8FBYWKj8/3+u6Zl1TCwoKXJcUWrNnz9aoUaO8DrNdu3bVVVddpU2bNrkuK5QeeughDRs27FijntGjR+vVV191XVZS+PWvf+39t/jjH//YdSmhc++993rPTeQ1cOBA12WF1q5du/Ttb39bnTp10imnnKKhQ4dq1apVrssKpT59+tT7t2XX7bffnvBa0iJ8VFRUKC8vT3PmzHFdSugtW7bM+4e4cuVKvf766zpy5IimTJniPYcIsk689iK6evVq74fdJZdcoiuvvFLr1693XVqovfvuu3r44Ye94IaGDR48WLt37z52rVixwnVJofT5559r7NixyszM9IL/hg0b9MADD6hjx46uSwvtf3u7I/5d2c94c+211ya8ltC1V4+H6dOnexdObMGCBYHHjz32mDcCYi+w48aNc1ZXGNloWqRf/epX3miIBTd78UB95eXluummm/T73/9ev/zlL12XE1qtWrVSt27dXJcRevfff793Rskf//jHY/f69u3rtKYw69KlS+CxvXk666yzNH78+ITXkhYjH2i+0tJS72NOTo7rUkLt6NGjeuqpp7wRIpt+QcNsVO2yyy7T5MmTXZcSah999JE3TXzmmWd6YW379u2uSwqlF198USNHjvTeudubpBEjRnjBFid2+PBh/fnPf9Ytt9wS80NcmyItRj7Q/BOGbU7ehjWHDBniupxQWrt2rRc2Dh06pHbt2mn+/PkaNGiQ67JCycLZe++95w39onEXXHCBN+I4YMAAb2j8vvvu08UXX6x169Z5a7FQa+vWrd5o48yZM/Xzn//c+7d15513qnXr1poxY4br8kKtoKBAX3zxhb7zne84+fMJHzjuu1T7gcd8c+PsBaKoqMgbIfrrX//q/cCzdTMEkCA7uvtHP/qRN8fcpk0b1+WEWuQUsa2LsTDSu3dvPfPMM7r11lud1hbGN0g28vHv//7v3mMb+bCfWXPnziV8nMAjjzzi/VuzETYXmHZBg+644w69/PLLWrJkibewEg2zd1j9+vXTeeed5+0UsoXNv/3tb12XFTq2Zmjfvn0699xzvfUMdllI+93vfuf92qat0LDTTjtN/fv3V3FxsetSQqd79+71gv4555zDNNUJbNu2TYsWLdL3vvc9ucLIBwLsqJ8f/vCH3vTB0qVLWbzVjHdilZWVrssInUmTJnlTVJG++93veltIf/azn6lly5bOakuGRbpbtmzRzTff7LqU0LEp4bqtADZv3uyNFKFxtkDX1sjY+itXWqXLf7yR7xpKSkq8oXJbRNmrVy+ntYVxquXJJ5/UCy+84M0v79mzx7ufnZ3t7aFHrVmzZnnDlvZv6ODBg97zZoFt4cKFrksLHfu3VHfdUNu2bb3eDKwnCvrpT3/q7aSyF9BPPvnEO33UwtmNN97ourTQueuuuzRmzBhv2uW6667TO++8o3nz5nkXGn+DZOHDpqVs1NGZ6jSwZMkSO7m33jVjxgzXpYVOQ8+TXX/84x9dlxY6t9xyS3Xv3r2rW7duXd2lS5fqSZMmVb/22muuy0oa48ePr/7Rj37kuozQuf7666u7d+/u/bs644wzvMfFxcWuywqtl156qXrIkCHVWVlZ1QMHDqyeN2+e65JCbeHChd7P9E2bNjmtI8P+x130AQAA6YYFpwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAIKEIHwAAQIn0/wGSmmy0qQvUzgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.433521Z",
     "start_time": "2025-03-01T07:51:16.391670Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "d2e0a77342c4dfd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.508100Z",
     "start_time": "2025-03-01T07:51:16.434921Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "\n",
    "x = range(2, 26, 2)  #x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "#设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是21*30cm的纸张\n",
    "'''\n",
    "#设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)  # 传入x和y, 通过plot画图\n",
    "# plt.show()\n",
    "# 保存(注意： 要放在绘制的下面,并且plt.show()会释放figure资源，如果在显示图像之后保存图片将只能保存空图片。)\n",
    "# plt.savefig('./t1.png')\n",
    "# 图片的格式也可以保存为svg这种矢量图格式，这种矢量图放在网页中放大后不会有锯齿\n",
    "plt.savefig('./t1.svg')\n"
   ],
   "id": "97be40c4b506557f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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uuEEffPCBq+sCAACAj6hp7tCa3RWalZOgmTkJ8jYm929ObqLePFit5o5uxYaHOF0SAACAe7f9AgAAAIP11OYSdff2a8Ui78r6+ziz9KOvX9pZwugvAADwLjT/AAAA4DatnT36z8JS5adE6YYJafJWBXlnc/+KaP4BAADvQvMPAAAAbvOH7WVq6ejRioX5CgwMkLcaPyJGcREh2sbSDwAA4GVo/gEAAMAtunv79OSmYiVHh2nZjAx5M9O4nJ2bqP0VTfY0IwAAgLeg+QcAAAC3eHVvpSqbOnTv/FyFhwTJ283NT1RvX78+KD3tdCkAAACDRvMPAAAALtff369V64sUGRqkuwty5As+yv2rd7oUAACAQaP5BwAAAJfbcOyUDle36MuzsxQXGSJfMDE9VjFhwSok9w8AAHgRmn8AAABwudUbTigoMEDfXpAnX2H+fWbnJWpveaPOdPU6XQ4AAMCg0PwDAACAS5mlGJuP1+uWKSOVmRApX1KQl6ju3n59WEbuHwAA8A40/wAAAOBSqzcU2bcrFuXL1xTkk/sHAAC8C80/AAAAuEz56Xa9tq9KC0Yna3JGnHzN5PRYRYUGaRu5fwAAwEvQ/AMAAIDL/HpTsXr7+n3y1J8RHBSombmJ2n2yUR3d5P4BAADPR/MPAAAALtHU3q3ndpzUhJGxWjgmWb7K5P519fRpV1mj06UAAAB8Jpp/AAAAcIlnCkvV3tWrFYvyFBAQIF81Nz/Rvi0sJvcPAAB4Ppp/AAAAuGJmBPapzSVKjwvXF6amy5dNyYhXeEigCovI/QMAAJ6P5h8AAACu2Iu7KnSqtVP3LchTSJBvv8QMDQ7UzJwEfVh2Wp095P4BAADP5tuvzAAAAOB2fX39enxjkWLCg/WVOdnyBwV5Sers6dPe8ianSwEAALgkmn8AAAC4Im8fqlFRXZu+XpCj6LBg+QOz9MMoLCL3DwAAeDaafwAAALgiqzcUKTQoUPfOz5W/mJYVb8d/C4vJ/QMAAJ6N5h8AAAAu2welp7Wz9LSWzUhXWmy4/EV4SJBmZMXbf//u3j6nywEAALgomn8AAAC4bKs3nLBvVyzKl78pyE9Se1ev9lWQ+wcAADwXzT8AAABclqK6Vr15sEbXj0/V6NQY+Zu553P/GP0FAACei+YfAAAALssTm4rV3++fp/6MGdkJNuuwsJilHwAAwHPR/AMAAMCQ1bV06s8flNvFF3POnoDzNxGhQZqWFaedJafVQ+4fAADwUDT/AAAAMGRPby1RV0+fVi7KV0BAgPxVQV6SWjt7dLCq2elSAAAALojmHwAAAIakvatHv9tWqpykSC2ZNEL+rCCf3D8AAODZaP4BAABgSP6446Qa27u1fEGeggL999SfMTMnQcGBAeT+waesWn9C1/7Le3a8H8Bne+jVg7rhsfU609XrdCnABdH8AwAAwKCZbDuz6CMxKlRfnJklfxcZGqwpmXHaXtyg3r5+p8sBrlh/f7+eKSxVSX27fvrqQafLATze1hP19ufi8dpW/fnDcqfLAS6I5h8AAAAG7Y391So/fUb3XJ1jF15gIPevuaNHh8j9gw8w+ZUnG87YTdav7KnUO4dqnC4J8Fgd3b36/ov7FBYcqNjwYD2xsYgbQfBINP8AAAAw6BNBqzcUKTwkUPdcnet0OZ6X+1dM7h+837r91fbtv9w1VTFhwfrhmv12qQ2AT/u3d46p+FSbHlg8Vt+cl6vS+na9eWDgawjwJDT/AAAAMChbi+q1r6JJd83MsmO/GDArJ0Em+rCwiNw/eL+1B6qVFBWqL0xN1z98fryqmjr0L2sPO10W4HEOVjZr1YYiTUqP1bcX5NmbYqHBgfZ95mYZ4Elo/gEAAGBQzKk/0+RavjDP6VI8Skx4iCZnxGl7SYP6GPeCFztR16qjNa26cVKaXebz9TnZtrn99LZSfVB62unyAI9hRnsffGGv/f0v7pyq4KBApcSE6YszM7X7ZKN2lPD1As9C8w8AAACf6XB1s94/UqebJo9QTlKU0+V4nIK8RLsB+Whti9OlAJdt3dlxxSWTRti3gYEBevTOKQoJDNSDz+9VV0+fwxUCnuGpzcXaW95kb4aZmz/n3L8wXwEB5mbZCUfrA/4SzT8AAAAM6tSfsWLRKKdL8dilH0ZhEbl/8O68P5PzN29U8vn3jU6N0X/73Ggdq23V/3ufhgZwsqFd/+vNo8pJitTfXj/2E3+WlxylGyem6e1DtTpWw80geA6afwAAALikqqYzenl3pebkJWp6VrzT5Xik2XmJ9rRHYTG5f/BOFY1ntKe8SddPSLW5ZR/3V9eM0ti0aP37e8doaMCvmSw/s933THevHrl9ygW33p+7Sfb4xoGbZoAnoPkHAACAS3pqc4l6+vr1V9fkO12Kx4qLCNGEEbHaXtxA0Du80rkNpWa0/y+ZZuCjd0613wcefGEf2ZbwWy/uqtDGY6f0pVmZmjf6oxOyHzczJ8FmZa7ZVana5o5hrxG4EJp/AAAAuKjmjm79vrBMY1Kjde3YVKfL8WgF+Yk61dpllyYA3mbt/mqFhwRq0diUC/75VdkJ+ubVuXbxx38Wlg57fYDTTrV26qevHlRydJi+f/OES37sikX56urt01NbSoatPuBSaP4BAADgop4tLFNrZ4/uX5Rvw//x2bl/28j9gxc2NXaUNOiasSmKDA2+6Mf9zyXjlBEfoV+sPaLKxjPDWiPgtJ+9etAudvrJbZMUHxl6yY+9YUKa8lOi9My2UvszFHAazT8AAABckNnsaUZ+U2PCtHR6utPleMXGX6OwmOYfvMvbB2tkJnkvNPL7cdFhwXro9sm2mfGjNfsZcYffeO9wrV7aXWmbejdPufTXiWFulpnNvy0dPfrD9rJhqRG4FJp/AAAAuKCX91SqurlD987PU1jwp0PN8UkJUaEaPyJGhUX1NEXgVdYeqFZwYIA+Nz7tMz/2unGp9mbAO4dr9dq+qmGpD3CSaXb/4MV9tvn9s2WTFGC2Ow3C7TMy7Ijwk5uK1d3b5/Y6gUuh+QcAAIBPMc2r1RtOKCo0SF8ryHa6HK86/Vfb0qmS+nanSwEGneu5+fgpu7zALK4ZjB9/YaISIkP0Ty8fUGN7l9trBJz0y3VHVNnUoe/eNE4j4yIG/ffCQ4J07/xc+3df20ujHM6i+QcAAIBPef9InY7WtOqrc7IH3RCAWfoxkPtnTv8B3jLO2N3br5smffYo4zlJ0WH60Rcm2gU3P3/tkFvrA5z0Ydlp/XZrid3g+/WCnCH//bsLchQZGqT/WH+CE+FwFM0/AAAAfMqqDSfsGOB9C/KcLsWrzCH3D1645ddMMS6e+Nkjv3850rhwTLL+9EG5Nh075bb6ACdzbx98fq9CAgP16B1TLmvpVVxkiL48O0uHq1u0ka8TOIjmHwAAAD5hb3mj3Vh727R0pccPfsQJsvlOo1Ojyf2DVzjT1WtP+c7OSVRKTNiQ/q7JPXv49imKCAnS91/cZx8L8CXmtJ45Af/X143WmLSYy36cby/IU1BggFZvKHJpfcBQ0PwDAADAJ6w6e4Fy/6J8p0vx2tw/k/F0suGM06UAl7ThWJ3OdPdqyWds+b2YrMRIfefGsSpraNe/vn3U5fUBTjle26J/f/e4xqZF679cO+qKHiszIVK3TBmpTcdPaX9Fk8tqBIaC5h8AAADOK6tv1xv7qrRobIomjIx1uhyvzv3bVkzuHzzbuv3V9u2SSUMb+f04sw18WmacHt9YRGMDPqGvr18PPr9P3X19euSOqQoNvvK2yYqzN9PM1wngBJp/AAAAOO/Xm4rU1y+t5NTfZZt7LveviNw/eHae2duHajQlI86eTLpcZpzRNEgCAwL0D3/eq+7ePpfWCQy3/9xepp2lp/XNq3Ptog9XmJwRp/mjk/Tq3iqVn2YbPIYfzT8AAABYp9u69Med5ZqUHqt5owZOr2HoUmPDlZccpUJO/sGDbSuqV3NHj266zJHfj5uYHquV1+TrYFWzfr2p2CX1AU6oajqjX7xxWOlx4fqfS8a59LFXLBql3r5+PbmpxKWPCwwGzT8AAABYv9tWavO/zHiSCfPHleX+lZ8+o4pGcv/gmdYeODfye+XNP+O/f26M8pOj9L/fOqqSU20ueUxgOJklTT9as1+tnT166PbJig4LdunjLxqTrPEjYvSHHWVqau926WMDn4XmHwAAANTR3avfbilRRnyEDSbHlSnIPzf6y+k/eB5z+ujNAzV2M7X55QrhIUF6+I4p6uzp0/de2Me2a3id1/dV6+1DtXbT/efGX34O5sWYm2rmhGx7V6+eKSx1+eMDl0LzDwAAAPrzB+Wqb+vStxfkKTiIl4hXqiBvYGya3D94og/LTutUa6ductGpv3Pm5ifpq3OytbWoXn/aWe7SxwbcqbG9S//48n7FR4box7dOdNvzfGFquh0pfmpzib3pBgwXXtkBAAD4OXMK6ImNRYqLCNGXZ2c5XY5PSI+PUFZiBLl/8Ehrz275dUXe31968PPjlRoTpodeO6jalg6XPz7gDg+/fkinWrv0o1smKjk6zG3PExIUqPsW5Nnm+5pdFW57HuAv0fwDAADwc28drFZJfbu+MTdHUS7OOPL303/mv2tNMw0QeA4zjmuaf2bE3yz3cTVzE+GnSyfbZSI/efmgyx8fcLXNx0/ZZVcLxyTrjqsy3P58X5mTrZjwYK3eWKS+PsbjMTxo/gEAAPh5I2DVhiKFBgfqm/NynS7H55Z+nNuqCniKA5XNdhGNOfXnrsU+5rHNSPFr+6r05tnFIoAnOtPVq++/uE8RJrPy9inDsuzKLBL5ekGOiura9M7hWrc/H2DQ/AMAAPBjO0tPa1dZo+68KkMpMe4bdfJHJv/MKCwm9w/+MfL7cT9ZOsmebvrRS/vV3MFmU3imf33nqErr2/WdG8cqKzFy2J733vm5CgkK0OoNJ4btOeHfBtX86+jo0LJlyzR27FhNmzZNixcv1vHjx8/fLf6nf/on+2dTpkzRdddd5+6aAQAA4CKr1hfJHHRYvjDf6VJ8jrmQNKOVbPyFJ1l7oNpmml2VneDW50mLDdf3b56gmuZO/fPaw259LuBy7K9o0hMbizU1M07fGuaT7+brY9n0DO0oOW0X8AAec/JvxYoVOnLkiPbs2aOlS5dq+fLl9v3/9m//pr1792r//v3at2+fnn32WXfWCwAAABc5Xtuqtw/V6IYJaRqVEu10OT47+nuirk11LZ1OlwLoeG2L/bq/cVKaggLdP9745VlZ9mvgmW1l2lHCCVh4jp7ePn33+b3294/eMdWRLfcrFg3cdFu9vmjYnxv+Z1Cf4eHh4br55pvPz7/PnTtXJSUl9vf/8i//okcffVShoaH2n0eMcO/xcQAAALiG2fBrrDx7AQLXK8gfyP3bzugvPMC6AzX2rcnjGw6BgQF65I4pNlP0wef3qqO7d1ieF/gsv95UbPMvzc+/iW5YfDMYY9JidP34VK07WK3iU22O1AD/cVnt7V/96lf29F9zc7Nqamr00ksvqaCgwP567rnnXF8lAAAAXKq2uUMvfFihq7LjNSt3oEEF92z8NQqLGf2FZ+T9xYYHn8+jHA75KdH6H9ePsSdg/+97A9FRgJNK69v02FtHlZccpb+5foyjtZjTf/390uNnb8YBHtP8e/jhh23e3yOPPKKenh7768yZMyosLLSNv7/7u7+zo8F/6bHHHlNmZub5X62tra76dwAAAMAQ/WZLibp6+7Ri0SinS/FpOUmRSosNU2ERJ//grPLT7dpX0WTH/M1JvOFucIwfEaP/t/6EjlS3DOtzAx9ndhaY7b6dPX32VGp4SJCj9czJS9S0rHj9+YNynWolHgLuM6Tv+r/85S/1wgsv6I033lBkZKQSExMVHR2tu+++2/55bm6u5s+frx07dnzq7z7wwAMqLy8//8v8PQAAAAy/1s4ePbOtVPnJUVo8Mc3pcnyaic0xp/+O1LSooa3L6XLgx86N/C5x85bfCwkJCtSjd05Vb1+/zVkzbwEnmCbb5uP1+uqcrGE9AXupnxFm9Lirp09PbxmIVgMcbf6Zk3tmmcdbb72l+Pj48+//6le/qrVr19rfNzQ0aPv27Zo6dapbigUAAMCVe27HSTV39NgNv8MR+u/vPsr9Y/QXzlm3v1oRIUFaNCbFkeefnhWve+fnaffJRv1uK00ODD+zeOmh1w4pJSZMD35+gjzFkkkj7Cnxp7eVqr2rx+ly4M/NP3NS7zvf+Y4aGxt13XXXafr06TbfzzDjv6b5N3nyZC1atEjf/e53NWfOHHfXDQAAgMvQ3dunJzcVKzk6VHdcleF0OX6V+7eN0V842PTYUdqga8elKCLUuTHH79w4VpkJEfrndUdU0XjGsTrgn37yygE1nenWz5ZOUlxEiDyFuQm3fEGeGtu79aed5U6XAx8VPJgPMhl9Zjb+QpKSkvTyyy+7ui4AAAC4wev7quxF93cWj3U868hfjEqJUnJ0mArZ+AuHvH2oxi4VMCeMnBQZGqyf3z5F33xyu3744j49+a3ZduwRcLe3D9bo1b1VWjIpTTdNHilP88WZWfrfbx/TE5uK9PWCbAUHDW8uJ3wfn1EAAAB+wtzMXbW+yI7+3T03x+ly/Cz3L1GHq5vV1N7tdDnw0y2/IUEBum58qtOl6JqxKbpjRobeO1Knl/dUOl0O/EBLR7d+9NJ+xYQF66dLJ8sTmRO591ydo5MNZ7T2QLXT5cAH0fwDAADwEybk/GBVs748O0sJUaFOl+N3uX/m5NX2Ek7/YXiZMcctJ05p3qhkjxl1/OEXJioxKlQ/eeUgi3Dgdv+y7oiqmjr0vZsnKC02XJ7qnqtzFR4SaG/SXWzyErhcNP8AAAD8xKoNJ2T2e3x7QZ7Tpfht7l9hEUs/MLzeO1yr7t5+3eTAlt+LMY2/f7x1om38PfTaQafLgQ/bWdKg320r1Zy8RH1ldpY8mfm6uGtmlvZVNGkrPyvgYjT/AAAA/MCByiZtPHZKN08ZqazESKfL8TtjUqOVEBlC7h8cGfk1sXqLJ6bJk9w2Ld0uIHnhwwptOFrndDnwQZ09vXrwhX0KCQrUI3dMUaAXbLdfvjDP3qRbvaHI6VLgY2j+AQAA+IHHz15IrFw0yulS/JK56DQnT0wTtrmD3D8MjzNdvXr/aK1m5ybapTOeloX50LLJigwN0vdf3Kf2rh6nS4KP+b/vndDx2lb9j+vHaFRKtLxBTlKUPaX7/pE6Halucboc+BCafwAAAD7ObPd9ZW+V5o1K0pTMOKfL8evR375+6YOS006XAj+x/midOrr7dJPDW34vJjMhUn+/ZJzKT5/RY28edboc+JCjNS36v+8f1/gRMVqxKF/eZMXZm3Sc/oMr0fwDAADwcU9uKlZvX7/XXQD5mrn5A7l/24rJcsLwWHd2a+gSD8r7u9CSg+lZ8Xpyc7H2nGx0uhz4APPz7rvP71VPX78evXOqHfv1JubrwZwUf3lPhaqbOpwuBz7Cu74KAAAAMORNn3/YXmZPP1wzNsXpcvya+X9gtq0WFpH7B/fr6unT24dqNDUzThnxEfJUQYEB+sWdUxUYEGAbNt29fU6XBC/3zLZS7Spr1L3z8mwjzRutXJRvF/U8tbnY6VLgI2j+AQAA+LD/LCxVW1ev7l+YbzO24Gzun8leM5sc2zrJN4N7mW2hLR09WuKhI78fN25EjP7rtaN0uLqFUUdccczFP689bBve37lxrLzVdeNS7aKo3xeWqYWcWLgAzT8AAAAf3nT41OYSjYgN163T0p0uB3b0N9GOpH1QSu4f3L/l1zDLA7zBX39utEalROlX7xxTUV2r0+XAC/X39+uHL+6zN7x+fvtkRYUFO13SFd0sun9Rvlo6e/Ts9jKny4EPoPkHAADgo17aVam6lk7dtyBXocG87POUpR9GIbl/cCPTYH7rYLU9OeQtW07DgoNsPpsZV/7eC/vUZ7bjAENgFlu9d6ROt8/I0LXjUuXtlk5PV2pMmJ7cVGK/LoArwatAAAAAH2QunFdtOKGYsGB9dU620+XgrInpsfb/yTZy/+BG5mTpqdYurzn1d44Zi797brYKixv03M6TTpcDL3K6rUs/efmAEqNC9aMvTJQvMA3xe+fnqbq5Qy/vqXS6HHg5mn8AAAA+6N3DtTpR16avFWQrJjzE6XLwseUGs3ITtLe8UWe6ep0uBz4+8usNeX9/6R9uGm+jCh5+/ZBqmtl0isF56LVDqm/r0o+/MNE2AH2F+RkeFRqkxzcU2bFm4HLR/AMAAPBBJjQ/JCjAnhqAZynIT7JbHD8sI/cPrmcaBOsOVCszIUKT0mPlbWLDQ/SzZZPtspJ/fOmA0+XAC2w8VqfnPyy3G+3NqKwvMRvizen9IzUtev9ondPlwIvR/AMAAPAxu8pOa3tJg5ZOz9CIuHCny8FfKMhLtG8Li8j9g+vtr2i2G09vmjTCazd8L56YplumjNTaA9Vau7/K6XLgwdq7evT9F/cpMjTILvnw1s/5S7lvQZ6CAwO0ej2bsHH5aP4BAAD44Kk/Y8WifKdLwQVMzoizF6rbisn9g+utPTDQLPO2vL+/9I+3TVRseLB+/NIBNZ3pdroceKj//dZRnWw4o/954zhlJkTKF6XHR+jWaenaWlSvfeVNTpcDL0XzDwAAwIeUnGqzp2WuG5eisWkxTpeDCwgJCtTMnATtPtmojm5y/+D6vL+UmDBdlZ0gb5YaE64f3jJRtS2devSNw06XAw9kslN/valY07Li9c15ufJl9y8cuJlnFnkBl4PmHwAAgA95YpMJBTen/kY5XQouYW5+krp6+mwDEHCV47UtdtHPjRPTFBjo/eOPd83K1LxRSXp2e5m2MSaPj+nu7dN3n9+nwIAA/eLOKXaZkq9vil80NkWv76vSyYZ2p8uBF6L5BwAA4CPqWzv1p53lmpoZp7n5A7ly8PTcP0Z/4fotv94+8nuOyW97+PYpCgsO1Pde2MdJWZz3+MYiHapq1n+5dpTGj/C+xTaXY+WifPX1y552BIaK5h8AAICPeHprqTp7+mzWny+GnvuSqZnxCg8JVGExp5ngOmbk3+TkmZOlviI3OUp/t3isik+16f+8e8zpcuABzOfCv759TPkpUfrr60bLX5hTsGaD93M7Tup0W5fT5cDL0PwDAADwAWe6evX01hJlJUbYLZ/wbKHBgTaT7cOy03b8F7hSZhTQbPq9YWKazZX0JcsX5GniyFitWl+kg5XNTpcDB/X19evB5/fa75uP3jFV4SFB8hfmpp65uXemu1e/21bqdDnwMr71UwEAAMBP/emDkzrd3m1DwYN97MLfV5nTWR3dfTa0HrhS6w6cHfn1wea/+Z72izunqq+/Xw++sFe9ZvYRfumPO0+qsLhBXy/I1pyz8Qn+5JYpI5URH6HfbilhDB5DwitDAAAAL2cuhJ/YWKyEyBDdNTPL6XIw1Ny/YnL/4JrmX0RIkF0K4IumZMZp+cJ87S1v0lObyTzzR7XNHfr564eUFhum735+vPyRaYR/e0Ge6tu69PyH5U6XAy9C8w8AAMAHQv7LGtr1jatzFRHqPyNQ3m5aVrwd/2WLKa5UbUuHdpae1nXjU3x6DPLvbhir7MRI/a83j7Lx1A/90ysH1NLRo58tnazY8BD5qy/PzlJcRIi96ccpWAwWzT8AAAAv1t/fr9UbTthtmN+8OsfpcjAEpkkzIyteH5SeVncvuX+4fG8drFF/v7TEB0d+P87c3DDbf03m2Q/W7Lff/+A/J1tf31etm6eM0I0+/nn+WaLCgnX33Gy7+MR87QODQfMPAADAi5mR0T3lTfrizEwlRYc5XQ6GqCA/Se1dvdpf0eR0KfDy07+hQYH63PhU+boFY5Lt97sNR+u0ZneF0+VgGDR3dOvHL+23m6z/6bZJTpfjEb45L9eeHDc3/4DBoPkHALggEyJ8079u0P9684jTpQC4hNUbihQQIJuFBe8zl9w/XKGm9m5tPVGv+aOTFOMno5A/uHmCkqND9dNXDqq+tdPpcuBmv3jjsGqaO/WDWyYoNSbc6XI8gvnvcOdVGfqwrFE7S/j5gc9G8w8AcEEmRPhwdYue3lqqrh7G0QBPdKymRe8ertWSiSOUlxzldDm4DDOyExQSFEDuHy7bO4dr1NPXr5sm+88oZEJUqP7x1kl2w/nPXj3odDlwo+3FDfrPwjJdnZ+kL81iodXHmZt+5ubff6wvcroUeAGafwCAi24ONZrOdOv9I7VOlwTgIqf+jBXXcOrPmzPMpmXGa2fJafWQ+4fLHPkNDJBumJAmf/KFqSN1/fhUrdldqfd4neKzUygPvrDXZto+fMcUBZhOF84blRJtv+7fPlSj47WtTpcDD0fzDwDwKSY82IQI3zEjw95RfGl3pdMlAfgL1U0dNu9qTm6irspOcLocXIGC/ES1dvboYFWz06XAy7R39Wj90TrNyUv0u8xP0wj62bLJigoN0g9f3K+2zh6nS4KL/X/vHVdRXZv+9oaxnG6/iJWLBm7+PbGR03+4NJp/AIBPMeHBJjj8wZvH28aCuaNowpYBeI6nthSru7dfK86+8If3KshLsm8Li8htwtCsP1Knzp4+3eSn20/T4yP03c+PV0XjGf2SjGKfcri6Wf/v/ROaODJWyxfmOV2Ox5plbwDG64UPK1Tb0uF0OfBgNP8AAJ9gQoNNePAdV2XYMOHbZ2TYCwszVgTAM7R0dOv328o0KiXKL7Z7+rqZOQkKCgxQYTG5fxiatQcGfjbf6KfNP+Pughzb/PjNlhLtKjvtdDlwUfzMd5/fp77+fv3izqkKCaJtcSkrFo1SV2+ffrulxOlS4MH4KgIAfMKqsxli5zaHfn7KSHsK8KXdFQ5XBuCcP2w/qZbOHnvqL9CEfcGrRYUFa0pGnA22Nxe9wGB09vTq3UO1mpYVb0/A+SvzPdA0iIIDA/Tg8/tYUuYDTBNrz8lG+1p0Smac0+V4vMUT0+xY9DPbyhh/x0XR/AMAnGfCgk3enwkPHp0abd8XFxGi68anaMuJetU0M04AOK27t09Pbi5WSkyYls3IcLocuDD3r7mjx466AYNhfi6bmwD+OvL7cWPSYvTX143WkZoWrVp/wulycAVONrTbEe7sxEj93Q1jnS7HK5iT4/cvzLdL+p7bcdLpcuChaP4BAM47Fxa88i82hy6bnqH+fumVPSz+AJxmvg6rmjr0rXm5CgsOcrocuMhccv8wROvOxnEsmeRfW34v5r9cO0pjUqP1f949zuZTL9Xf368frNmv9q5ePXz7FLsNHYNj4nqSo0P1600mD5jTr/g0mn8AAMuEBJuw4BnZ8ZqV88nNodeNT1VMeLDdLArAOebCaPWGIkWGBtmcK/iOWbkJMhPc5P5hMMx4+JsHazQuLUb5KQMn9f2duRny6J1T1d3Xp++9sFd9jNB7nZd2V2rD0Tp9cWamFoxJdrocrxIeEqRvXp1rl9+8vq/K6XLggWj+AQDO56uYsOCVi/IVEBDwqRcUn588QvsrmrmbDjhow7FTOlzdoq/MzlZcZIjT5cCFYsJDNCl9IPePpgU+y46SBjW0dWnJZEZ+/3J5zj1zc7Sj5LR+v73M6XIwBPWtnfrJKwfs6bUf3DzB6XK80t1zcxQREqRV64vszULg42j+AQBsOLAJCc5NitTiiRe+kDCjvwaLPwDnmCwrk+1z34Jcp0uBG8zNT9Tp9m4d4yYLPsPasyO/5P192t/fNF4j48L16BuHVd1EVrG3eOi1Q/b7349vnaSEqFCny/FK5r/bl2dn6WBVszYf5xQ5PonmHwDAhgObkOD7F+XbxsKFFOQnKS02zI5kcDcRGH77K5pswP+tU0cqMyHS6XLgBgXncv8Y/cUlmJ/B6w5U24UIE0bGOF2Ox4kOC9ZDyyartbNHP1yzn9csXuD9I7V6cVeFPjc+1f6Mw+X79oI8GyGxagOLb/BJNP8AwM/19PbZcOCkqFDdeVXmRT/ONAVvm5ausoZ2fVjWOKw1AjAv5AcW8qxYNMrpUuAms/MSZVIXWPqBS9lb3mSX/tw0ecSnYjow4PoJabp1WrrePlSjN86ekoTnTp/84MX9igoN0s+WTeZz+gplJUbq5ikjtfHYKR2sZHs8PkLzDwD83Gv7qmw48Dfn5dpsv0tZyugv4IiTDe02wHvhmGRNTI91uhy4SVxEiCaMiLUn/zithItZe+Dcll9Gfi/lH2+dqPjIEP34pQNqau92uhxcxP9686h9HfoPN41XRnyE0+X4hJVnbxI+vnHgpiFg0PwDAD92bnOoCQf+xtzP3hw6KT1Wo1Oj9ereKnX39g1LjQBkT+ea7Z4rFuU7XQrcrCA/Uadau3Sirs3pUuChP7dN3l9qTJhmZMU7XY5HS44O0w9vmahTrZ16+PVDTpeDC9hVdlpPbSnWVdnxdlkFXGNKZpzmjUrSK3sqVdl4xuly4CFo/gGAHzNhwAcqm/WlWZmDClc2oxi3z8iwGwY3HqsblhoBf9fY3mVzOSeOjNWC0clOlwM3I/cPl2KWwRSfarOn/gIvktGLj9x5VYb9vvnczpPacvyU0+XgY7p6+vS9F/YpODBAj9459aKZ07g85mZhT1+/ntxU7HQp8BA0/wDAj5kwYPNaa/nCwZ8mMrl/xppdlW6sDMA5z2wr1ZnuXvtCniwk3zcnL9G+3UbuHy615XcyI7+DYb5nPnz7FIWHBOp7L+5TR3ev0yXhrNUbTuhwdYv+67WjNTaNxTWuds3YFI0fEaNnt5fZpX4AzT8A8FMmBNiEAX9+ykgbDjxY5mNn5STorYM1NqQZgPuYC9XfbClVely4bmEDol9IjArVuLQYFRaR+4cLN/9Mjt25JjE+W3ZSpL6zeJxK69v1r28fc7ocSDpe26p/e+e4jZL5r9exxMpdje/7F+arratX/1lY6nQ58AA0/wDAT50LAV55GRliS2dk2JNIbx5kgx7gTi/uqrB5VfctyFNIEC/b/Cn3r7alUyX17U6XAg9SVt+ug1XNumFCGt8Phuje+bmakhFnX/vsr2hyuhy/1tfXr++/sE/dfX36xZ1TFBZ86WVzuHxm4/WI2HA9tblEnT2cevV3/NQAAD9kwn9NCPDV+Umamjn0wPBbpoy0GS2M/gLuvUB6fEORYsOD9ZU52U6XAydy/4rI/cNH1p3d8nsTW36HLDgoUI/eOcX+/sEX9qqHpWWOeXZHmbaXNNhFczNzOMHqTqHBgbpvQa7qWjr1Eq/Z/R7NPwDwQyb814QAr7gm/7LH0kyWyKbjp+ypJACu99ahGhWdarMbEKPDgp0uB8Po3EhnYTG5f/jI2gPVigwN0oIxLP65HJPS4+wY5P6KZj25mSUITqhu6tCjrx/WyLhw/f2ScU6X4xe+OidbMWHBWr2xyN5UhP+i+QcAfsaE/prwX5Mpde3YlMt+HDP629vXr1f3cCcRcIfVG4oUGhSob83LdboUDLOUmDCNSoki9w/n1TZ36IPS07pufKrCQxiTvFx/e8MY5SRF6rG3jqq0vs3pcvyK+V72o5f2q6WzRw8tm6yY8BCnS/IL5r/z1wqybc7ie0dqnS4HDqL5BwB+5veFZTb89/4r3By6eEKaokKDtGY3zT/A1T4obbAX+rfPyFBqbLjT5cABBflJqmzqUPnpM06XAg+w7mCNfcvI75UxjdNH7piiju4+ff/FfTTXh3lZjVkW94WpI3X9hDSny/Er9843ucEBWrVhIO8b/onmHwD4ERP2+9TmYhv+e9u09Ct6rIjQIC2ZNEK7Tzaq5BR3zwFXWrV+4AX6/YvynC4FDik4O/q7jdw/mObf/mp7Etic/MOVmTcqWV+elaXNx+v15w/KnS7HLzS1d+vHLx9QXESI/vHWSU6X43dGxIVr6fQMbS9u0K6y006XA4fQ/AMAP2LCfs0GSbP1zoQAXykz+msfl9N/gMsU1bXavL8bJqRqdGqM0+XAIXPzzy79IPfP7zW2d2lrUb0Wjkkm/9NFvn/zBCVHh+mh1w7ZZQhwr0feGPjv/MNbJthYAwy/FYvyz0eKwD/R/AMAP2FCfk3Yr7lw+GqBazaHzh+VpOToUL20u4LRGcBFHt9YLPPltGLRKKdLgYPSYsOVmxSpwmJO/vm7tw/V2ozdJZMZ+XWVuMgQ/XTpJJuD/NNXDzpdjk/beqJef9hxUvNHJ+mLMzOdLsdvjU2L0XXjUuziICZ2/BPNPwDwEybk14T9mtDfWBeFLAcHBerWael2I+ne8iaXPCbgz8zJiOc/LNf0rHjNzk1wuhx4wOm/kw1nVNlI7p+/Z6UFBQboBnLSXOrzk0do8cQ0vbKnUu8cGshUhGt1dPfabMXwkEA9fPuUK8qaxpUzNxXNzcUnNnH6zx/R/AMAP2FCfoMDA+zIrystmz4w+rtmd4VLHxfwR7/dUqKunj791TVXtpAHvqEgfyD3j9N//quts0cbjtXZDMjEqFCny/Ep5nvsz5ZOVkxYsH64Zr9aO3ucLsnn/Ns7x1R8qk0PLB6rnKQop8vxe3PzEzU1M05/2lmu+lbG3f3NoJp/HR0dWrZsmcaOHatp06Zp8eLFOn78+Cc+5t1331VQUJD+9V//1V21AgAuk1nKYUJ+TdjvyLgIlz62eRGRlxylV/ZUqae3z6WPDfjbRf7vtpXaUc/FExnvg1n6cTb3r4jcP3/1/pE6e0PgJkZ+3bYI4bufH6+qpg79y9rDTpfjUw5WNtsbz5MzYnXffJZXeUrD22T/dfb06emtpU6XA089+bdixQodOXJEe/bs0dKlS7V8+fLzf9bU1KQHH3xQN998s7vqBABcgdUbTnwi7NfVLySWTk/XqdZObTnB6RTgcv1x50mbP7V8Yb4d8QPS4yOUlRjB0g8/ZvK5jBu5IeA2X5uTbWMWnt5Wqg9K+VpzBXMz+MEX9trfP3rHVBsTA89w06QR9ufK01tLdKar1+lyMIwG9VUYHh5uG3vnxk/mzp2rkpKS83/+3/7bf9MPf/hDJSUN3J0EAHiO0vo2mxd07bgUjRvhns2hjP4CV36h9OtNxUqKCiUQHZ86/WfG5mqbO5wuBQ7kpb17qEYzsuPtCTW4R2BggB65Y6pCAgP13ef3qbOHhsiV+s2WEpsFff/CfE3OiHO6HHyMacQuX5Cv0+3d+vMHJ50uB8Poslrwv/rVr+zpP+PPf/6zAgMDddttt7m6NgCACzyxsVh9/e459XdObnKUpmXFa93+au4iApfh9f3VKj99RvdcnavwkCCny4EHMVlvxjZO//mdLSdOqa2r157UgXuNTo3Wf//caLsY7f+9PzAtgctTVt+uX755RDlJkfrbG8Y4XQ4u4K5ZmUqIDNETm4rtJnH4hyE3/x5++GGb9/fII4+ourpaDz30kG0GfpbHHntMmZmZ53+1trZebs0AgEEyYb5mlHBKRpyuznfv6exl09PtRcrbbMwDhqS/v9+O5pttiN+4OsfpcuCBG3+NbUXEKvgbc2rfWELzb1isvGaUxqXF6P9777iO1bQ4XY7X/jz7wZp96uju0yN3TOFmloeKDA3WN67OVWl9u9adjRaA7xtS8++Xv/ylXnjhBb3xxhuKjIzUBx98oKqqKk2fPl25ubn2FOBPf/pT/eAHP/jU333ggQdUXl5+/ld0dLQr/z0AABdgwnxNqK859efuzaFfmJpuc8peYvQXGJKtJ+q1v6JZX5qVxTZPfEpmQoTS48JVSPPP76IA3jpYo/EjYuzperhfaHCgHr1zinr6+vXd5/eqjxNRQ/bChxXaeOyUvjwrS/NGJTtdDi7hm1fnKCw4UKvWn7BNW/i+QTf/zMm9Z599Vm+99Zbi4+Pt+2655RbV1NTY/D/z64tf/KJ+/OMf6+c//7k7awYADIIZvzVhvubC8fPDsCUwJSZM80cn282Ep9u63P58gK8w2xDNfg+TwQP8JXPjpiA/SSfq2lTX0ul0ORgmO0pO20wutvwOrxnZCfrWvFx9WNaoZwrZhjoUZvHbz147qOToMH3/5glOl4PPkBQdZjOG95Q3sVTKTwyq+WdO6n3nO99RY2OjrrvuOnvSr6CgwP3VAQAumwnxNRcOyxfkDduWNTP6a+6Yv7avalieD/B2h6qatf5onT4/eaSykyKdLgcenvu3nQs0v3FuFI/m3/D7nzeOU0Z8hH7xxmFVNp5xuhyv8dNXDqqxvVs/XTpJcZEhTpeDQVi+0EwGSas3FDldCobBoK4GTUafOQp64sQJ7d692/4qLCz81Mf95je/0d/+7d+6o04AwBCY8F4T4hsfGaIvzc4atue9cdIIm1u2Zhejv8BgPH72Bbc7F/LA+5mTf0ZhMaO//sCMm5q8P7MwwWTQYXhFhQXrodsn2xzjH63Zz0jkILx7uEYv76nU4olpwzJtAtfIS47Skokj9O7hWnIu/cDwHAUBAAz7iQET4nvP3Bwb6jtcosOCdePEEdpZelonG9qH7XkBb2ROlJiLpbn5iXZbNnAxuUmRSo0JU2ERJ//8wd6KJlU3d9gtv+7O68WFXTcu1U4zvHO4Vq/uZZrhUlo7e/TDF/crJixYP1s6mc9ZL7PimoGbj5z+8300/wDAx5g71CZDzIT43jMvd9iff9mMdPvWNDUAXNxTm4vtmPzKRaOcLgVekvt3pKZFDWSq+s+WX05QOepHX5iohMgQ/dPLB8gyvoRfrjuiyqYOfffz4zUiLtzpcjBEV2UnaHZugtbsrlBNc4fT5cCNaP4BgI8xmVB7TjbqzpmZNnR5uC0ck2I3lprRX0ZlgAtr7ujWs9tPamxatK4dl+J0OfAC5P75B/Nzc+3+KqXFhml6JieCnV6I8ONbJ6q+rUs/f/2Q0+V4pA9KT+u3W0ts8+hrc7KdLgeXydyE7O7t11ObS5wuBW5E8w8AfIw5tm8mLu5f6EyGWEhQoG6ZMlLHalt1sKrZkRoAT/f7wjI7KmW+ThmRwmCY8XCD3D/fdrSmVSX17VoyaYQCzRpwOGrZ9AwtGpuiP39Qrk3HTjldjkfp6unTg8/vVUhgoB65Yyqfr17sc+NTNSolSv9ZWKqWjm6ny4Gb0PwDAB9iwnpNPs2NE9NsiK9Tzo3+vrSb0V/gQhdMZuTXnOxZOj3D6XLgJUalRCs5OpTcPz8Z+TV5f3CeuTnz82WTFRESpO+9uFdnunqdLslj/L/3T9gbvf/tc6M1OjXa6XJwBUzj1iwea+no0R+2n3S6HLgJzT8A8CHnwnpXOJwhZvJDshIj9PLuSrt5GMBHXrK5Op26d36eQoN5KYYh5P7lJelQdbOa2jmZ4avWHqhWfGSI5pwd84bzshIj9T+XjNPJhjP6328fdbocj7nZ/O/vHbPRFX91Dbm1vmDZjAylxITpyc3F6u7tc7ocuAGvOAHAR5iQXhPWOysnQTNzEhy/SF06LcNuK2REDfhkntfjG4vsZuyvFZCPhKEpyE+UiVLdUcLpP19UWt+mQ1XNWjwhTcFBXKZ5km/Ny9W0zDg9sbFI+8qb5M/6+vr14Av77MKqR++cyk0sHxEWHGQ/z6uaOvQKS/t8El+pAOAjTEivCetd6SF3YM+P/u7iBQRwzvtH6myml2n8xYaHOF0OvIw5+WdwU8U3rTtwduSXLb8eJygwwDa6AgMC9N3n9/r1ySiTC2cWfXzz6lw76QHfcXdBjiJDg+wkEUv7fA/NPwDwAWZxgHkxZsJ6rx+fKk8wOjVGk9Jj9fr+KnV0k5EDGP+x/oSCAwN07/xcp0uBFxqTGq2EyBAVsvHXZ/P+okKDNH90stOl4AImjIy1I65mmdkTG4vljyobz+gXa48oIz7CjkLDt8RFhugrs7N1uLpFG1hw43No/gGAD/jD9jIb0ms2h3rStjWzJc/U9f6RWqdLARy352SjbdrcNj1dI+MinC4HXsh8fzdZcPsrmtjI6IPRHR+WNeq68akKDwlyuhxchFlukZ8cpX99+6iKT7XJn5iTYD9as9/ecH7o9sk2vgK+574Fufak6+oNJ5wuBS5G8w8AvJwZPXlyU7GSo8NsWK8nuXVaugICpBd3VThdCuBBC3nynS4FXj76a/Yo7Sw97XQpcKE3Gfn1CqYx+/AdU9TZ06fvvbDXr0YjX9tXpXcO12rp9HRdN84zpkzgepkJkbp16khtPl5vbzTBd9D8AwAv9+reSlU2ddgxQk87LTAiLlzzRiXpvcN1bKeEXyurb9cb+6t0zdgUjR8R63Q58PKlH8a2InL/fG3Lr1mccC1NFY83Nz9JX52TrW1FDfrjzpPyB43tXfqnlw/Y2IEff2Gi0+XAzVYsGvWJm5bwDTT/AMCLmTvOq9YX2XBeE9LriZZOz1BXb59tfAD+6olNRfa01kpO/eEKmeZxbHiwCovI/fMVp9u6bCNp0ZhkRim9xIOfH6/UmDD9/LVDqm3ukK8z/56nWrv0oy9MVFJ0mNPlwM0mpsdq4Zhke9rzZEO70+XARWj+AYAXM2G8JpT3y7OzbEivJzIjTOY0w5rdjP7CPzW0ddnTIZMzYnX1qIFtrcDlCjqb+7evokltnT1OlwMXePtQjXr7+rVkEiO/3iIuIkQ/XTpZzR09+qdXDsiXbTp2Sn/6oNw2g273sHgZuI+JKDHfl369yT+X2/gimn8A4MVMGK+5EPz2gjx5qtjwEN0wIdUuOqhqOuN0OcCw+93WUnV099kxmgATggm4IPfPXJR9QO6fT1h3oNr+LL9hQprTpWCINzdvmjRCr++rtv8PfdGZrl59/8V9ijBZh7dP4WeYH1kwOlkTR8bquR0n7dg3vB/NPwDwUiaE14Tx3jJlpA3n9WRm9NdkYr+8u9LpUoBh1dHdq99uLVFmQoRuJsgfLs79Kywm98/bmc2p5hT/3PxEJUSFOl0OhugnSycpJjxYP35pv5p9cAO32Wpc1tCu79w4VlmJnv1aE65lGr3m9N+Z7l49s63U6XLgAjT/AMBLedPm0GvHpdiMqjU0/+BnzKiUGftdviBPwUG87IJrmNMYJhuO3D/v9/6RWnX19NkTZPA+abHh+v7NE1TT3Kl/XntYvnaT+YlNxZqWGad753vuhAnc55apI5UeF67fbDETDL1Ol4MrxKtQAPBC5afbbQivOZI/OSNOni4sOMi+gDhU1ayjNS1OlwMMCzOW+cTGIsVHhuhLs7OcLgc+xDSSZ+UmaE95ox3Lg/dau39gXPRGmn9e68uzslSQl6hntpVpR4lvNOR7evv03ef3ygz5PnLHVDuWDv8TEhSo+xbk6VRrp17cRXa3t6P5BwBeyITvmsaCN5z6+/jor7GGFw/wE28eqFZpfbu+MTdHkaFs8ITrc/+6e/u1q4zcP29lTtK8d7hWV2XH2xNk8E6BgQF65I4pdrnZg8/v9YkTUuZ15oHKZq28Jt9ufoX/+sqcbDva/vjGIvX19TtdDq4AzT8A8DJN7d02fHfCyFi7ec1bzMlNtKMDL+2u5MUDfF5/f79WbSiyF4P3XJ3rdDnw4dy/bcW+cdLIH20+fkptXb12cQS8W35KtP7H9WN0oq5N//e94/JmJafa9NhbR5WfHKX//rkxTpcDh5mICXMTs6iuzW4mh/ei+QcAXuaZwlK1d/VqxaI8r9q6Zu6M3zo9XRWNZ7STDZXwcTtKTmv3yUbdeVWmUmLCnC4HPmhKRpwiQ4NUWMTSD28f+V3CyK9PMNMY40fE6P++f0KHq5vlrTeuzHbfzp4+PXzHFIWHBDldEjzAt+blKjQo0N7UhPei+QcAXsSMkjy1ucSeoPvC1HR5m2XnRn93M/oL37Z6wwmZ3vz9CwlJh/uymGbmJGjXyUafGDP0NyZT7a1DNfYUf05SlNPlwEVfk7+4c6r6+vv14PP7bDyLNy6p2nKiXl+dk625+UlOlwMPkRobrttnZOiD0tP6oJTT5t6K5h8AeBETtmtCd034rnmR6W3MRY65K/76viq73RDwRcdrW/T2oVotnpBmR8EAdzEX5+Z76Z6TjU6XgiHaXtygxvZutvz6mGlZ8bpvfp49+f301hJ5k9qWDv38tUNKjQnTg58f73Q58DD3Lxq4mblqPaf/vJX3XTkCgJ8yOXkmbNeE7prwXW9lFn+YC571R+ucLgVwi8c3FNu3JigdcCezYdQoJPfP66w9MDDyS96f73ngxrHKTIjQv6w7ovLT7fIWP3nloJrOdOunSycrLiLE6XLgYUanxuiGCan2xHJRXavT5eAy0PwDAC9hQnZN2O7dc3Ns+K63um36wLgyo7/wRbXNHfaE7qycBM3MGWjMAO4yNTNe4SGBKiwm98/bbuatO1CtvOQojU3jdLCvMdvdH759is1n/uGa/TZHz9O9dbBGr+2tsidRaUjjYlYsGiXz6fz4xoGbnPAuNP8AwEusNptDgwJ17zzv3hyaER+hOXmJevtgjVo6up0uB3Cpp7aUqKu3zwa/A+5mtklflZ1gc5iIUvAeu8sbVdPcaRd9eNPiLgzeorEpuuOqDL1/pE4v76mUJzOvxX60Zr+dLPnJ0klOlwMPNjs3QdOz4vX8h+Wqa+l0uhwMEc0/APAC5sLObMhdNiPdhu56O7P4w2ySW3egxulSAJdp7ezRf24rVX5KlG6YkOZ0OfATBXlJ6uju095ycv+8xbqzW345YeXbfnTLRCVFhdpx2oa2Lnmqf157RNXNHfr+zROU5gOvMeE+5mbFykX59maTt2VaguYfAHjN5lDDV04T3TxlhEKCAvQSo7/wIX/YXqbmjh7dvzBfgYGc5sHwKMgn98+bmBFQk/c3Mi5cUzPinC4HbpQQFaof3zrRNv4eevWgPNHOkgb9blupzQ/98qwsp8uBF7hx0gjlJkXaz5v2rh6ny8EQ0PwDAA9nQnXfPFij68en2rBdXxAfGaprx6Vq8/FTdrsc4O26e/v05KZiJUeH6fYZGU6XAz9iRrDM+O+2InL/vMHh6haV1rfbkV9uEvi+26al67pxKXphV4XHLTrr7OnVd5/fa79/PHLHFD4fMShBgQFavjDfLu/7446TTpeDIaD5BwAezoTqmnBdXzn19/HR375+6ZU9VU6XAlwxE5Re2dShb83LUXhIkNPlwI+YzzfTADTxEKYJDc+29uzIr2n+wT/GJB+6fYoiQ4P0/Rf2qa3Tc05K/X/vndCJujb9j+vHKD+FxTMYvC/OzLQj7U9sKlYPP3e8Bs0/APBgJkzXhOpOy4q3SzJ8yfUTUu3WYkZ/4QtjfKs2FNmLO7ONGxhuc/MS7WbR/RVNTpeCz2C2/CZGhdrgfPgHs+jsH5aMU0XjGT321lF5giPVLfp/7x/X+BExPndzGcNz0+meq3NVfvqMXj97QwOej+YfAHgwE6ZrQnVNuK6vbQQ0LxxM2Pne8iadqGt1uhzgsm06fkqHqpr1pVlZdqQdGG4F+Un2Lbl/nq34VJsd+108IU3BQVyG+ZNvXJ2rGdnxempzsXafdHY5T29fvx33NW9/cedUhfC5iMvwjavNpEOgzSU3N0Hh+fhKBwAPZUJ0TZhuTlKkz44HmdFf46VdnP6D91q9ochm4Hx7QZ7TpcBPXZWdYJcoFZL75/Gn/gy2/Pof8zPCNNrM2wef3+voiP7vtpbYBuR98/PsZAlwOcwJZnPTc39Fs7ae4GePN6D5BwAeyoTomjBdE6prXiz6oqtHJSk1Jkxrdldy1xBeyYxZbjx2SrdMGamsxEiny4GfiggN0tTMeO0sOW1P88Bz8/5M3MW80QMnNeFfxqbF6L9cO9qe/jQ3jZxgRo//ed0RZSZE6IEbxzpSA3zH8gX5MpcoJvoEno/mHwB4IBOea0J0zV21u2ZmyleZpqbZhFfW0K5dDo/BAJfj8Y0DL3jJTILTCvIS1dLZo4OVzU6XgguoajpjT1t9bnyqwoJZCuSv/vq6URqVEqVfvXNs2CNPzE3WH764z+aD/twuIQke1ueH78lOitTnJ4+0m6wPV/Ozx9PR/AMAD/TG/mobonuPzdPw7YuEZTMY/YV3Kj/drlf3Vmn+6CRNzohzuhz4uY9y/xi/8kRvHqixbxn59W+m8WvGf02e8/de2Ke+YTyp+/KeSr13pE53zMjQNWNThu154dvO3fx06jQrBo/mHwB4GHNn1vwANSG6ZpOWr5uUHmvvgpsmipMZOMBQPbmpxI5Yrlg0yulSAM3KSbCnqbcVsfTDU0d+w4IDabpAs3ITdffcbG0vbtAfdpwcludsaOvST145aCdKfviFicPynPAPJjdybn6iXt5daU84w3PR/AMAD7O1qF77Kpp018ws+yLN15ktxmbxR31bl92aCniDpvZu/WFHmcaPiNGiMclOlwMoKixYUzLitKOkYVhPE2FwjRdzInPR2BT7/wn4h5vGa0RsuB55/ZBqmjvc/nwPvXbQfh7+460T/eK1JYbXykWj1NPXryc3FTtdCi6B5h8AeJhV64tseO7yhf6zOXQpW3/hZZ4pLLW5SWbcxTSwAU9QkJ+opjPddqEAPMfbB2tk+rE3TWLkFwNiw0P0s2WTbU7nj1/a79bn2nC0Ti98WKFrx6XYnGXA1czn1ti0aD27/aSaO7qdLgcXQfMPADyICcs1obkmEygnKUr+FBh8VXa83jxYo/auHqfLAS6ps6dXv9lSopFx4bqVCyl4kLl55P55orUHqhUcGKDrJ6Q6XQo8yOKJaXZT/LoDNVq7v8otz2FeU33/xX2KDA3SQ8smc7MKbmE+r+5fmK/Wzh79vrDM6XJwETT/AMCDnAvL9ccMMbP4w5ykeuvgQCg64KnW7KpQXUunvr0gTyFBvJSC55iVm2BPjheS++cxWjq6tenYKV09KknxkYxb4pP+8baJig0P1o9eOmBP7braY28etQvk/n7JOGUmRLr88YGPT/GkxYbpqc3FdqENPA+vWAHAQ5iQXBOWW5CXqOlZ8fI35u63Cas3jRXAU5ksNdOkjwkP1lfmZDtdDvAJMeEhmpQep+3k/nkMs121q7dPSxj5xQWkxoTrh7dMtDeUHn3jkEsfe8/JRj25udi+pvSHBXJwVmhwoO6dn6ea5k69tJvX8p6I5h8AeIinNpfYsNyV1+TLHyVFh9nFCRuOndKp1k6nywEu6J3DtTpR16avF+QomuB+eCBzA8kE+x+rbXW6FEhat79aZtLyxolpTpcCD3XXrEzNG5Vk89K2nnDNyH53b5+++/xeBQYE6Bd3TrU3VwF3+1pBtn1t9PjGIvX3cwPK09D8AwAPYMJxTUbGmNRoXTvWfzOBzOhvb1+/Xtvrnuwb4Eqt3nBCIUEBunc+pyjgmQryyf3zFB3dvXrvSK1mZicoNTbc6XLgwXlpD98+RWHBgTafz3zeXClzQt0s/vmv147SuBExLqkTGMwiG9MAPFrTqveP1DldDv4CzT8A8ADPFpbZkNz7F+Ur0I/vzprwaxNKvYZxAXigD8tOa0fJaS2zuTZcyMMzzclNtCfNyP1z3sZjp2yWrVniBVxKbnKU/m7xWBWfatP/effYFT2WeYxfvXNMo1Ki9NefG+2yGoHBMDdHzYKjVRtOOF0K/gLNPwBwmAnFNZksqTFhWjrdvzeHRoYG21ykXWWNKq1vc7oc4BNWrz+3kMc/R/PhHeIiQzR+RKw9+cfYlbPW7q+2b8n7w2AsX5CnSemxWrW+SAcrmy/rMUzW54PP77WvLR+9c6rCgoNcXidwKSPjInTb9HRtK2qwuZPwHDT/AMBhJhTXhOOakFxepOl8A/Sl3ZVOlwJ84iTFuoPV+tz4VI1JY4QKnp/7d6q1y+ZTwhkmc+3tQzW2mZOVyJZVfLbgoECbz2da9g++sNfGoAzVH3eeVGFxg+6em63ZuYluqRP4LOdukprxc3gOmn8A4CBzKsOE4kaFBtmMDEgLRicrOTrUjv5yagWe4gkbXs2pP3iHufkDF/3k/jnHjF03nenWTZz6wxBMzoizJwD3ljfpqc3FQ/q7tc0d+vnrhzQiNlz/cNN4t9UIfBZz+vyasSl6Y3+VyurbnS4HZ9H8AwAHmTBcE4r71TnZiosIcbocj2DufH9harqK6tq0v+Lyxl4AVzLbp//8QbmmZcbZE1WAp5uTd3bpB7l/jll7YGBxFXl/GKq/vWGsshMj9b/ePKqTDYNvnPzjywfU0tGjny2bbBcvAE5auShf5vDqE5s4/ecpaP4BgINMGK4Jxb1vQZ7TpXjk6C+LP+AJnt5aqs6ePq28ZpTdygh4usSoUI1Niyb3zyEmd23dgRrlp0RpdGq00+XAy0SEBumRO6boTHev3f47mK9hky/5xv5q3TJlpF2eBjjt6lFJmpwRa0fRG9q6nC4HNP8AwDl7yxttGO5t09KVHh/hdDkeZXpWvHKSIvXKnsrLyrwBXKW9q0dPby2xn4+E9sObFOQl2TzZUkauht2uk6dV19JpR365YYDLMX90su6amWk3Rr+469I3Qs14+Y9f2q/Y8GD9420Th61G4FLM974Vi0apo7tPv9ta6nQ5oPkHAM5ZdTYE934yxC74gmHp9AzVtnRq6wkyq+CcP+0sV2N7t81gCgrkIh7eo4DcP8e3/DLyiyvxg1sm2Azkn7560MZPXMwv1h62r5d+eMtEpcaED2uNwKXcPHmEMhMi7E3Uju5ep8vxezT/AMABJvz2jX1VWjQ2RRNGxjpdjkdadnb097PueAPu0tPbZ7NqzAjlF2dmOV0OMOSTfwa5f8PLjGiuPVCt9LhwTcmIc7oceLH4yFD9022T7A2on7168IIfU1hUr98XlmneqCTdNStz2GsEPivH29w8rW/rstnJcBbNPwBwwK83FdkQXBOGiwvLT4nW1Mw4rTtQzd1COMJcwJ9sOKNvzM2xGUyAN0mJCdOolCgVFtP8G04Hq5rt940lkxn5xZUzGX43TEjVS7sr9d7h2k/8mXlt9L0X9iksOFAP3z6Fzzd4pC/NzlJ8ZIge31hElI/DaP4BwDAzobfP7TypSemx9k4tLs6M/rZ29ujtQzVOlwI/PL2zekORvai65+ocp8sBLktBfpIqGs8MaWMorsy6cyO/ZITCBUxDz2zvjQ4L1g9e3GdfE53z7+8eV9GpNv3d4rHKTY5ytE7gYiJDg+1NVJM/++aBge+P8ODmX0dHh5YtW6axY8dq2rRpWrx4sY4fP27/7N577z3//vnz52vHjh3urhkAvJoJvTXhtysW5XOX9jPcOm2kTMzaml2VTpcCP2OW8ewtb7JjVEnRYU6XA1yWgrxzuX+c/hvOE8NJUaGalTvw3x64UiPjIvTdm8apsqlDv1x3xL7vUFWz/mP9CXsj2YxVAp7snqtzFRocaPPO2UDvBSf/VqxYoSNHjmjPnj1aunSpli9fbt9/++236+DBg/b93/ve93TXXXe5s14A8GpmRMOE3mbER9hRDlyaCa42G+/WH61VY3uX0+XAj6zecEKmN798AaP58F5z88/l/rH0YzicqGvV0ZpW3TgpjQVBcKmvF+RoZk6Cfru1RDtLGvTg83tlWii/uHOqzVUDPD2G4s6rMrX7ZKN2lJx2uhy/NajvFOHh4br55pvPn1CZO3euSkpK7O9vu+02BQcHn39/RUWFeno+Oo4MAPiICbs1obffXpDHi7VBWjY9Q929/XptX5XTpcBPHK1p0XtH6vT5ySMYpYJXS4sNV25SJCf/honJqDWWMPILFwsMDNCjd0xRSGCg7nlyu/aUN9kTf5NZKgMvcf/CPHtT1dxchTMu68rzV7/6lT39d6H3mybhuWYgAOAjJuT2iY1FiosI0Zdnszl0sExoenhIoF5i9BfDxGT9GSsWjXK6FMAlW3/LGtpV2XjG6VL8Iu8vJixY80YlO10KfNCYtBj99XWj1d7Vq+zESP3tDWOdLgkY0iK/xRPS9PahWh2vbXG6HL805Obfww8/bPP+HnnkkU+8/5lnntEf//hHrV69+oJ/77HHHlNmZub5X62trZdfNQB4obcOVqukvt2G3kaFcZNksEzI9Q0T0rS9pEHlpwmth3tVN3Xopd0VmpOXqOlZ8U6XA1yxgvxzuX+M/rqTWaxiTmNdPyHVZlsB7vBfrh2l/3H9GK36xky20MPrrLxmIErl8Q3FTpfil4b0k+mXv/ylXnjhBb3xxhuKjIw8//7nnntOP/nJT/TWW28pLS3tgn/3gQceUHl5+flf0dHRV149AHgJE25rQm7NBcE35+U6XY5Xjv4aL+/h9B/c66nNxXbMfOUisv7gOxt/jcIiRn/d6dwWy5smM/IL9zGvI8123wkjY50uBRiymTmJmpWToBd3Vai2ucPpcvzOoJt/5uTes88+axt88fEf3Qk3p/1++MMf6u2331Z2dra76gQAr7az9LR2lTXqzqsybOgthmbR2BTFR4Yw+gu3auno1u8LyzQ6NVrXjUt1uhzAJcyCqcyECHL/hiHvz0RUmJ9XAIALW7EoX129fXpqy8AOCXhY88+c1PvOd76jxsZGXXfddZo+fboKCgrsn339619XR0eHzQA07ze/6usZKwCAj1u1vmhgc+hCThNd7p1usx35SE2LDlU1O10OfNSz28vU0tmjFQvzbbg64Eu5f8Wn2jhp4Sb1rZ3aXtyga8amKDKUWA8AuBgT5ZOfEqVntpWqtZNFscNpUD+dTEafGVm7kO7ublfXBAA+5Xhtq94+VKPFE9M0KoXIg8u1bEaG/rOwTGt2VTDuApfr6unTk5tKlBoTpqUz0p0uB3B57t/zH5ZrW3GDbpvG57ermZ/xff2M/ALAZzE3V+9fmK/vvbBPf9hexsGIYUQaLQC42eNnN4eSIXZlZmYn2PE1k/vXZ66yABd6ZU+lqps79K35uQoLJkQdvmVu3rncP6Zz3GHt/moFBwboc+MunH0OAPjI7TMylBwdpic3mZzlPqfL8Rs0/wDAjcyIlQm1vSo7XrNyBzYu4vLvFC6dnq6qpg6yq+BSZrrh8Y1FigoN0tcLcpwuB3C5rMQIjYwL53unGzR3dGvz8XpdPSpJcZEhTpcDAB4vPCRI35qXo8qmDr22t8rpcvwGzT8AcKPfbCmxobYrrxnldCk+c6fQeGl3hdOlwIesP1qnw9Ut+uqcbMVFcPEO3xMQEKCCvEQbQ3GqtdPpcnzKe4dr7c95Rn4BYPDunpujyNAgrdpQdNGIObgWzT8AcBMTYmvCbPOTo7R4AqNArjAmLUYTR8bq9X1V6uzpdboc+NBCHjOyd9+CPKdLAdymIH9g9NcspoBrt/yahV4m1xcAMDjxkaH60qwsu8hv0/FTTpfjF2j+AYCbPLfjpJo7emyQLZtDXWfZjHT73/W9w3VOlwIfsK+8SVuL6nXrtHSlx0c4XQ7gNnPPNv/I/XOdju5e+7NoVk6CUmPCnS4HALzKtxfkKSgwQKvP5qPDvWj+AYAbmPBaE2KbHB2qO64aGFWFa9w2LcOesmD0F66wasMJ+9ZsngN8WW5SpN1mTe6f62w4Wqcz3b1aMomRXwAYqqzESN0yZaQ2HjulA5VNTpfj82j+AYAbmLHUisYz+ubVuTbUFq4zIi7cbq5853CtDVoHLtfJhnb7tbpwTLImpsc6XQ7g/ty//CSbb3m6rcvpcnzC2gPV9i3NPwC4PCsWDdx85fSf+9H8AwAXM6G1JkMsIiTIhtnCPaO/XT19Wrtv4MILuBy/3lSsvn5p5SIW8sA/mKUfxvYSTv+54oT/2wdrNDkj1p5eAQAM3eSMOM0fnaRX91ap/HS70+X4NJp/AOBiJrT2YFWzvjw7SwlRoU6X45NumjxSoUGBWsPoLy6TOflkcjnNAhnzohPwB3PzB5p/hUU0/67UtqJ6mz97E6f+AOCKrFg0Sr19/XpyU4nTpfg0mn8A4GLm2LrZ72FCbOEecREh+tz4VLuoobqpw+ly4IXMJm6T1bXymnw7Dgn4g1Ep0TaLtrCYpR9Xau3+gZPnN02m+QcAV2LRmGSNHxGjP+woU1M7kT7uQvMPAFzIhNWa0Nqbp4xkDGgYRn/7+6WX93D6D0Pf0PnbrSXKiI+wX6uAvzCN7jl5ifZ0OhdYl8+cUFl3oEajUqI0OjXG6XIAwOt/Npnsv/auXj1TWOp0OT6L5h8AuNDjZ8NqyRBzv2vHpSomPFhrdlU6XQq8zPMflutUa5c9nRsSxEsh+JeCvCR742QHuX+XbVfZaZ1q7eTUHwC4yK3T0jUyLly/2VKizp5ep8vxSbziBQAXMdt9X9lbpXmjkjQlM87pcnye2aJ88+SR9gTLsZoWp8uBF53YeWJjsR0dN7mcgL8pOJf7x+jvlY/8TuLkMAC4grkZa27K1rV0as0upnrcgeYfALjIk5uKbWPh3Mp6uN+yGRn2LYs/MFhvHaxR8ak23T03W1FhwU6XAwy7sakxio8MUWExJ/8uR39/v9YeqLaxAWbTLwDANb4yJ9tO9Zj89L6+fqfL8Tk0/wDABZrOdOsP28tsWO01Y1OcLsdvFOQl2hGBl3ZX2gsy4LOs3nDCbor+5rxcp0sBHBEYGKA5uYnaX9Gklg5y/4bqQGWzyk+f0ZJJI1gWBAAuFB0WrK8X5OhEXZveOVzrdDk+h+YfALjAfxaWqq2rV/cvZHPocF/E3jYt3V6IfVB62uly4OF2ljTow7JG3XFVhlJjwp0uB3BMQX6SzKGKnXzfHLJ1B9jyCwDucu/8XIUEBdibtXAtmn8AcIVMKO1Tm0s0IjbchtVieC2dzugvBmfV2YU8yxcymg//Zk5NG4VFjP5eTt5fcnSoZuYkOF0KAPictNhwLZueoR0lp/VhGTeoXInmHwBcIRNKa8Jp71uQq9Bgvq0OtwkjYzQ2LVqv7a1Sd2+f0+XAQ52oa9Xbh2p0w4Q0jU6NdrocwFETRsbaXCWWfgzN8dpWHatt1eKJIxQUyCl/AHCHc/npq9cP3LSFa3CVCgBXwITRmlDamLBgfXVOttPl+CUzZm1O/51u79aGo3VOlwMP9cTGIplYyL+6hlN/QNDZ3L995U1q7+pxuhyvwcgvALjfmLQYfW58qtYdrLZL2uAaNP8A4Aq8e7jWhtJ+ba7ZThXidDl+a+n0gXHrNbsrnS4FHqi2pUPPf1ihq7LjNSt3YNwR8HcF+Ynq6esnL3WIzT9zYvLq/CSnSwEAnz/9Z27ampu3cA2afwBwBcypPxNKe9/8PKdL8WuZCZGanZugtw5Wq7WTUyz4pN9uKVFXT59WLBrldCmAx5h7toFF7t/gVDSe0d7yJhsdQMQHALg/m3ZaZpz+/EG5TrV2Ol2OT+AnFwBcpl1lp7W9pMGOnJpwWjjL/H/o6O7Tuv0DY1mA0dbZo2e2lSkvOUqLJ6Y5XQ7gMSaOjFV0GLl/g3XuZ8uSSYz8AsBwxPqsvGaUOnv69PTWUqfL8Qk0/wDgCk79fTyUFs66ZcpIBQcGsPUXn/DcjpNqOtOt5QvzCOgHPiY4KFCzchO052STOrp7nS7H4609UK3wkEBdMzbF6VIAwC+Ymy05SZF6emsJ+bQuQPMPAC5Dyak2eyFw3bgUjU2LcbocSEqICtW141K0+fgpm/EG9PT26debipUUFao7r8p0uhzA4xTkJamrt08flpH7dyl1LZ3aUdKga8emKiI0yOlyAMAvmJu2yxfkqbG9W3/aWe50OV6P5h8AXIYnNg1sDiVDzLMsm5Ghvn7p1T1VTpcCD/Daviqb0/XNebkKD+GCHbjQ0g+D3L9Le/tQjf2Zz5ZfABheX5yZpcSoUHvtZW7q4vLR/AOAITKhs+bu09TMOM09e+EEz2CC2E2G1UuM/vq9/v5+O5ofERKkb8zNcbocwCNNyYhTZGgQuX+fYe3+arvc67rxqU6XAgB+xZy2Nq/jTjacsVNXuHw0/wBgiEzorAmfNVl/JowWnsOc7jL5IHvKm1R8qs3pcuCgLSfqdaCyWV+enWVHwgF8WkhQoGbmJOjDskZy/y7CZIZuOXFK80YlKy4ixOlyAMDv3HN1jsKCA+1NXXNzF5eH5h8ADMGZrl79bmuJshMjdRMb/zzSshnp9u2aXZz+82erNhTJ7Pf49oI8p0sBPFpBXqK6evq052Sj06V4pPcO16q7t5+RXwBwSFJ0mO6alam95U3aRkzFZaP5BwBD8KcPTup0+8DmULMpEZ7HnM5IiQmzo7/cHfRPByubteFonW6eMlJZiZFOlwN4tIL8JPu2sJgLqouN/JpD/osnpjldCgD4reULzMSVtHrDCadL8VpcuQLAIPX29euJjcVKiAzRXTOznC4Hl9gMduvUdJXUt9vxX/ifxzcW2bcrWcgDfCaTX2vGqcj9u/Bp//eP1mp2bqKSo8OcLgcA/FZucpQ+P3mE3jtSpyPVLU6X45Vo/gHAEO7+lzW06xtX59rwWXguRn/9V2XjGb2yp1JX5ydpSmac0+UAHi8sOEhXZSfog9LTdvwXH1l/tE4d3X3EfACAB1hx9qauyf7D0NH8A4BBbw49YU9HfPNqNod6wwbL/OQovbq3Uj29XMz6kyc3Faunr18rrsl3uhTAaxTkJ9om174Kcv8+bt3ZzZJLyPsDAMdNz4rXnLxEvbynQtVNHU6X43Vo/gHAIJgsJDNC+sWZmTZ0Fp7NbGFeOj1Dp1q7tOn4KafLwTBu5Xx2e5nGpcXo2rEpTpcDeI2CvIHcP4LUP2JOQb59qMaORWfERzhdDgDARrrk2yVMT20udroUr0PzDwAGwRwvNyGzyxdymshbLJ0+MPr70u5Kp0vBMPl9YZnaunp1/yITCh3gdDmA15iRHa/QIJP7R/PvnK1F9Wrp6NESRn4BwGNcNy5Vo1Oj7Wu+lo5up8vxKjT/AOAzHK1p0buHa7Vk4gjlJUc5XQ6GEAxsxgPM2FZ7V4/T5cDNOnt67V3gEbHhum3aQOMXwOCEhwTZ75cflDQQlfCxnF/jJkZ+AcBjBAYGaMXCfLV09thpDwwezT8A+AznQmXJEPM+t8/IUHtXr946WON0KXAzc8KztqVT9y3IVWgwL2+Ay8n9Mydn91c2y9/19vXrrYPVGpMarVEp0U6XAwD4mKUz0pUaE6YnN5WwqGoIeHUMAJdgwmRf2l2hObmJdhsivMstU0cqKDCA0V8f19dnFvIUKSYsWF+dk+10OYBXmps/kPtXWFQvf2c2H5vMWE79AYBnbqn/1vxcVTd36JU9vMYfLJp/AHAJT20ptqGyKxZx6s8bJUeHaeGYZG04WqeGti6ny4GbvHekVsdrW/W1gmzFhIc4XQ7glcwNrpCgAHL/PjbyS94fAHimrxfkKCo0SI9vLFJ/f7/T5XgFmn8AcBEmRPb328o0KiVKnxuf6nQ5uEzLpmeop69fr+3lzqCvWrWhyDYt7p2f53QpgNeKCA3S1Mx47ShusGOv/spcRJqs2MyECE1Kj3W6HADABcRFhNhpj8PVLVp/tM7pcrwCzT8AuIg/bD9pw2TNqT8TLgvvtHhimiJCgrSG0V+ftPtko7YXN+i2aRkaERfudDmAVyvIS7Q/9w5V+W/u3/6KZlU0ntFNk0awNRwAPNh9C/IUHBigVesH8tlxaTT/AOACunv79OTmYqXEhGnZjAyny8EViAoL1o2T0myGU1l9u9PlwMVWbzhh3zKaD1y5grO5f9v8OPdv7YEq+5a8PwDwbOnxEbp1Wrq2FtVrX3mT0+V4PJp/AHABJjy2qqlD35qXa0Nl4f2jv4ZZ3gLfUVrfZrO5rh2XonEjYpwuB/B6M3MS7JKkbUX+m/tnvqeYG38s+QIAz3f/woGbv6vO3gzGxdH8A4AL5P2YzaGRoUG6uyDH6XLgAgvGJCsxKlRrdlcQCuxDnthYLBNNxqk/wDWiw4I1OSNOO0oa7BZtf3O8tkUn6tp048Q04j4AwAtMTI+1y/1e31elkw1M+FwKzT8A+AsmNNaEx35ldrbiItkc6gtCggL1hakj7UXdgUr/zbLyJWZ7858+OKmpmXG6+uyoIoArNzcvUU1nuu3PQX/d8svILwB4j5WLRtmbwb/eVOx0KR6N5h8A/AVz6s+MPX17IZtDfcnSs6O/a3Yx+usLnt5aoo7uPnvqj1B+wHUK8hPt28Ji/8v9W3ugWrHhwZrLDQUA8BrzRydp4shYPbfjpE63dTldjsei+QcAH7O/oklbTtTr1qkjlREf4XQ5cKGrsuOVnRipl/dUqtcPx9l8yZmuXv12S4myEiPsRk4ArjMrN1Fm4rXQz3L/zLiY2fR7w8Q0e1ocAOAdzE3gldfk60x3r57ZVup0OR6Ln2wA8DGrNgysil+xaJTTpcANLwyWTU9XbUunX2+y9AV//uCkTrd3a/mCfAVzkQ64VGx4iM1Q2l7S4FcZqesOnB355YYCAHidm6cMHNz4rZ0M6XW6HI/EK2YA+NhdfxMWa0JjzYUPfM/SGYz+ejtzavOJTcWKjwzRXbMynS4H8EkFeUk2V/NYbav8qfkXERKkRWNTnC4FADBE5sT2txfk6VRrl57/sNzpcjwSzT8AOMuExJrGAptDfdeolGhNyYizoe7cFfTeC/TS+nbdMzdHkaHBTpcD+KSCvLO5f35ySrq2pUM7S0/ruvEpCg8JcrocAMBl+PLsLMVFhOiJjQPXdPgkmn8AIKmxvcuGxJqw2AWjk50uB260dHq6Wjp79O7hWqdLwRCZEUQzmh8WHKh75uU6XQ7gs+bkJcrs0dlW7B+5f28drJGZcF7CyC8AeK2osGDdPTdbxafa7Pd1fBLNPwCQbDisCYllc6jvu21aug2zZ/TX+2wvbtCek426c2amkqPDnC4H8FnxkaEalxZjl374Q+6fOQ0eGhSoz41PdboUAMAV+Oa8XPv9fPWGE06X4nFo/gHwe2b88zdbSpQeF65bpo50uhy4WWpsuOaNStb7R+rsiU94j9UbiuxppPsXMpoPuNvc/CSdau1U0ak2+bKm9m5tPVGv+aOTFBMe4nQ5AIArkBoTrjuuytCHZY3aWeIfp9cHi+YfAL/3wocVNhz2vgV5NiwW/jH629Xbp9f3DWx3hOc7VtOidw7XasnEEcpLjnK6HMDnzc0/l/vn2xdP7xyuUU9fv26azMgvAPiC5WdvEpuoGHyEq1wAfq3PbA7dWKTY8GB9ZU620+VgmJiLPJMbt2Y3o7/edOrPWHENp/6A4TAnL8m+LSyu9/mRXxMFccOENKdLAQC4wOjUaPs9/e1DNTpR5z9b6z8LzT8Afu2tQzV2pOnuuTmKDmNzqL8wo13mRYHJkKtoPON0OfgMNc0dtlE7OzdBV2UnOF0O4BcSo0I1Ni3ap3P/2rt6tP5onV1wkkSOKAD4jL+6Jt8ucjKHPDCE5l9HR4eWLVumsWPHatq0aVq8eLGOHz9u/6y2tlY33XSTxowZo8mTJ2vDhg2DeUgA8JjTRCYU9ltsDvXL0V/j5d2VTpeCz/DU5hJ19/ZrxaJRTpcC+JWCvCRVN3eorKFdvmj9kTp19vTpJrb8AoBPmZWbqKuy4/X8BxWqbelwuhzvOvm3YsUKHTlyRHv27NHSpUu1fPly+/4HH3xQc+fO1bFjx/TUU0/pa1/7mrq7u91ZMwC4xAelDfqg9LRun5Fhl0DAv1w7LlVxESF6idFfj9ba2aP/LCzVqJQoXc8mTmBYFfh47t/aAwO5rzfS/AMAn2NuGpuM799uKXG6FO9p/oWHh+vmm29WgFmxZwKA585VScnAf8A//vGP+qu/+iv7+9mzZys9PV3r1693Z80A4BKr1g8cA79/UZ7TpcABocGBdrvz4eoWHa5udrocXMQftpeppaPHbvgNNMFcAIaNGYc1thX5Xu5fZ0+v3j1Uq2lZ8UqPj3C6HACAiy2emGaXxD2zrUxtnT3yd5eV+ferX/3Knv6rr6+3p/xGjPjobllubq7KyspcWSMAuJwJfzV5fzdMSNXo1Biny4FDlk3PsG/X7GL01xN19/bpyU3FSo4O07IZA/+vAAyf1Jhw5adEqbDY907+bTlRr5bOHkZ+AcBHBQUGaPnCPDWd6dZzO07K3w25+ffwww/bvL9HHnlkSH/vscceU2Zm5vlfra1sXQHgHBP+akJgyRDzb7NyEpQRH6GXd1fYzc/wLK/urVRlU4funZ+r8JAgp8sB/Db3zyxGOuljuX/r9g+M/C6ZxJZfAPBVd16VqQWjk5WVGCl/N6Tm3y9/+Uu98MILeuONNxQZGamkpCQFBwerunrgh6dhxoGzs7M/9XcfeOABlZeXn/8VHR3tmn8DABiiupZOPf9hhaZnxdvtofBfZoz0tunptsG0o8T3TrZ4M7Nd1IzmR4YG6e6CHKfLAfzW3HO5fz50+q+3r19vHazRuLQY5adwTQIAvsrcPH5meYEdAfZ3gUM5uffss8/qrbfeUnx8/Pn333XXXfqP//gP+/sdO3aooqJC11xzjXuqBQAXMKGvXT19dgX8uSxT+K/zo79s/fUoG4+dsnmMX5mdrbjIEKfLAfz65J9R6EO5fztLGlTf1qUlkxn5BQD4h0E1/8xJve985ztqbGzUddddp+nTp6ugoMD+2S9+8Qtt2bJFY8aM0be+9S0988wzCgnhRToAz2TCXn+3rVS5SZFaPJEX/ZDGjYjR+BExen1flQ2Ah2dYteGEzWq5b0Gu06UAfm1EXLhykiJ96uTfuS2/5P0BAPxF8GA+yGT0mfGbC0lLS9Obb77p6roAwC3+uPOkDX39+yXjbGMBMMwyiUffOKz3j9RpCReDjttf0aTNx+u1dHq6MhPIaAGcVpCXqD/uLFdV0xmNjPPuzbjmmsbk/WUnRmrCSBZ+AQD8w2Vt+wUAb9TT26dfbypWUlSovjgz0+ly4EFum5YuMwH+0u4Kp0uBpNUbiuzbFYvynS4FwCdGf73/9N++iiab82oWfRD9AQDwFzT/APiN1/dXq/z0Gd1zNZtD8Unp8RGak5uotw/Vqrmj2+ly/Fr56Xa9tq/KbmablB7ndDkATPPv/NIP78/9W3t2y+9N5P0BAPwIzT8AfsGM+azecELhIYH6xtVsDsWFR3/NIphzF4ZwhjmdazZxcuoP8Bxm/D4jPsLrT/6Z1wLme3xKTJhmZCU4XQ4AAMOG5h8Av7D1RL32VzTrS7OylBgV6nQ58EA3Tx6p0KBARn8d1NTered2nNSEkbFaOCbZ6XIAfMzc/CQVnWpTbXOHvNXx2lb772BGfgPJ/QUA+BGafwD8wn9sKJJ5nb98AaeJcGFxkSG6bnyKtpyoV40XX9x6s2cKS9Xe1auVi/LJ4gI8dvS3wftHfieNdLoUAACGFc0/AD7vUFWzNhyt0+enjFR2EptDcXHLpmfILLd/ZU+l06X4nY7uXj21uUTpceG6ZSoX5oCnmXtu6YcX5/6tPVCtuIiQ841MAAD8Bc0/AD7v8bObQ81pIuBSrhufqpjwYK1h9HfYvbirQqdaO3XfgjyFBPHyBPA0WYkRGhkX7rW5fycb2nWgslk3TEjjewwAwO/wkw+AT6tsPKOX91Rqbn6ipmbGO10OPJzZAv35ySNsPqTJhsLw6Ovr1+Mbi2zj9Stzsp0uB8AFmFH8grxEHattVX1rp7zNugNs+QUA+C+afwB82lObi9XT16+Vi0Y5XQq8aPTXYPHH8Hn7UI2K6tp099wcRYcFO10OgIsoyB8Y/d3uhbl/Ju8vMjSIZUIAAL9E8w+Az2ru6Naz209qbFq0rh2X4nQ58KKL27TYMDv6228CAOF2qzcU2U3L987LdboUAJdgTv4Z24q8K/fPbCj+oOy0rhuXak94AwDgb2j+AfBZvy8sU2tnj+5fyOZQDF5QYIBum5aukw1n9GHZaafL8XkflJ7WztLTWjYjXamx4U6XA+AS8pKjlBIT5nUbf988WGOXOS1h5BcA4Kdo/gHwSV09fXbk15zgWnp2jBMYrHOfM2t2sfXX3VZvOGHfrmAhD+A1uX+Hq1t0uq1L3pT3Z04XX8cUAADAT9H8A+CTTF5bTXOn7p2fp9BgvtVhaCalx2p0arRe21el7t4+p8vxWUV1rfZEzg0TUjU6NcbpcgAMJfevxDtO/zW2d2nriXotGJOsmPAQp8sBAMARXBED8MnNoSZDzCwO+FoBm0Nxeadblk1PV0NblzYeq3O6HJ/1xKZiO4q3goU8gNeYezb3r7DIO5p/7xyqtYu/bprEyC8AwH/R/APgc94/Wqtjta228RfLXX5cJkZ/3auupVN//qBc07PiNTs3welyAAySORWdFBWqwmLvWPqx9kC1AgOkGyamOV0KAACOofkHwOesWl+k4MAA3TufzaG4fFmJkZqVk6C3DtaorbPH6XJ8ztNbS2w258pFLOQBvIn5ep2Tl6iDVc1qOtMtT2a+d284WqeCvCQlRoU6XQ4AAI6h+QfAp+w52Wi3EN42PV0j4yKcLgdebumMDJ3p7tWbB6udLsWntHf16HfbSpWbFKkbGcUDvI5Z+mFG9nd6eO7f+qN16uzp001s+QUA+DmafwB8isn6M9gcCle4ZcpIe4qU0V/X+uOOk2ps79a3F+YryMzjAfDKpR/mZpsnW7t/4MbNjZMY+QUA+DeafwB8Rll9u97YX6VrxqZo/IhYp8uBDzBjYubzadPxUzrV2ul0OT6hp7fPLvow/23vmpnpdDkALsO4tBjFR4aosMhzc/86e3r17uFamyvKJAAAwN/R/APgM57YVKS+ftkMMcCVo7+9ff16dQ+n/1zhjf3VKj99RvdcnaPwkCCnywFwGQIDAzQnN1H7K5vV6qGZqFuO19vaGPkFAIDmHwAf0dDWpT/uPKnJGbG6etTAOBLgCosnpCkqNEgv7qb5d6X6+/vtaH54SKDuuZqFPIC3j/6aGyOemvt3buR3CbmiAADQ/APgO5tDO7r7tGLRKDaHwqUiQoPsxaNZJlN8qs3pcrza1qJ67ato0pdmZbF5E/CBpR+emvtn4gXeOlSj8SNilJcc5XQ5AAA4juYfAK93pqtXT28tVWZChG5mvAduGv01Xtpd4XQpXs2c+jP7PZYvYDQf8HYTRsYqJjzYI3P/dpScthMBnPoDAGAAzT8AXu/PH5bbF/nLF+QpOIhva3C9+aOSlBwdqpd2V9rRVQzd4epmvX+kTp+fPFLZSZFOlwPgCgWdzf3bW96k9i7Pyv1bd2Bg5Je8PwAABnCVDMCrmbyhJzYW2a2DX5qd5XQ58FGmqfyFqel27Ndc6OLyTv0ZK1jIA/iMgvxE9fT168PSRnmKvr5+m/eXkxRpx34BAADNPwBe7s0D1Sqtb9c35uYoMjTY6XLgw5adHf1dw+jvkFU1ndHLuyttRti0rHinywHgIgV5Awu2tnnQ6O/eiiZVN3fopkkjyAAGAOAsmn8AvJYZv1y1oUihwWwOhftNy4yzwfGv7KmyYfIYvKc2l9jTQSuv4dQf4EsmpccqOixYhcX1nrfll5FfAADOo/kHwGuZQO/dJxt151WZSokJc7oc+DhzgmTp9HSdau3UlhOec6Hr6Zo7uvX7wjKNSY3WtWNTnS4HgIsjEWbmJGjPySZ1dPd6xE3BtfurlBYbpumZnDIGAOAcmn8AvNbqDSdkJnruX5jndCnwE8umM/o7VM8Wlqm1s0f3L8pXoFn1C8Dncv+6evv0Ydlpp0vR0ZpWldS32y2/fL8BAOAjNP8AeKXjtS16+1CtFk9IU35KtNPlwE/kJkfZzLp1+6t1psv5Uy6erqunz478mlM45tQkAN/N/SssavCYkV+T9wcAAD5C8w+AV28OJUMMw23Z9HS1dfXqrUM1Tpfi8V7eU2mD9++dn6ew4CCnywHgBlMz4xQREuQRuX9rD1QrPjJEc/ISnS4FAACPQvMPgNepbe7Qml2VmpWToJk5vMDH8PrC1HQFBQbopV2M/n5W9pYZzTfLAL5WkO10OQDcJORs7t+uskZ19jh3Irq0vk2HqprtRIDJIgQAAB/hJyMAr/PUlhKbL7RiEaf+MPzMcpn5o5O1/midGtq6nC7HY71/pM7mb311TpZiw0OcLgeAGxXkJaqzp88u/nDKugNnR37Z8gsAwKfQ/APgVczigGe2lSo/JUo3TEhzuhz48ehvT1+/XttX5XQpHmvVhhMKDgywI78AfFtB/rncv3pH8/6iQoPszRkAAPBJNP8AeJU/bC9TS0eP7l/I5lA458ZJIxQeEsjo70XsLW/UtqIG3TYtXenxEU6XA8DNpmXFKSw4UIXFziz9qGnu0IdljbpufKrCQ8gXBQDgL9H8A+A1unv79OSmYiVHh+n2GRlOlwM/ZnLsFk8coZ2lp3Wyod3pcjzOqrMLee5nNB/wC2ahz1XZCfqg9LT9WT3c3mTkFwCAS6L5B8BrvLa3SpVNHfrWvBzu7MMjRn/PbbTFR8rq2/XGviotGpuiCSNjnS4HwDApyE/Ume5e7S1vcmTLb2hwoK4dlzrszw0AgDeg+QfAazaHmtNEkaFBuntujtPlALa5lRAZojW7KuznJwb8elOR+vqlv+LUH+BXCvLO5v4VD2/u3+m2LhszsGhMsj2VDQAAPo3mHwCvsPHYKR2qataXZmUpPjLU6XIAhQQF6gtT03WstlUHq5qdLscjmIvwP+4s1+SMWF09aqARAMA/zMiOV2hQoAqLhjf37+1DNert69eSSYz8AgBwMTT/AHiF1RuKFBQYoG8vYHMoPMeyGQOjvy/tZvTX+N22Ujv2t2LRKAUEsJAH8CcmjmN6Vrx2ljSoZxhz/9YdqLavD26YkDZszwkAgLeh+QfA4+2vaNKm46d0y5SRykqMdLoc4DwTcJ+VGKGXd1fakyf+rKO7V7/dUqLMhAjdTOg+4Le5f21dvTpQOTynoVs7e7Th2CnNzU9UQhRTAQAAXAzNPwAe7/GNA5tDV5AhBg9jTrctnZah6uYOFRYNb86Vp/nzB+Wqb+uyp3ODg3h5Afhz7t+2Yfp++P6RWnX19OkmRn4BALgkXp0D8Gjlp9v16t4qzR+dpMkZcU6XA1x09HfN7gr5K3Pq8YmNRYqLCLG5nAD801U58QoODFBh8fDk/q3dX23f3kjzDwCAS6L5B8CjPbmpxDYWTIYY4IlGp8ZoUnqs3thXbUdf/dFbB6tVUt+ub8zNURTbNgG/FRkarKmZcdpR3OD2KATz/fa9w7W6KjteabHhbn0uAAC8Hc0/AB6rqb1bf9hRpvEjYrRoTLLT5QAXtWx6hlo6e+yFqL/p7+/Xqg1FCg0O1Dfn5TpdDgCHFeQn2e+Hh9y8BX3z8VM2X/AmMkYBAPhMNP8AeKxnCkvV3mU2h+azORQe7dZp6TKfov44+ruz9LR2lTXqzqsylRIT5nQ5ABxWkJc4LLl/50Z+lzDyCwDAZ6L5B8AjmXGe32wp0ci4cNtYATzZiLhwXZ2fpPcO19kTq/5k1foi2/i8f2Ge06UA8ACzchMV5Obcv57ePr11qEYTRsYqJynKbc8DAICvoPkHwCOt2VWhupZOuzk0hM2h8JLR367ePr2xv0r+4nhtq94+VKPFE9KUnxLtdDkAPEB0WLAmp8dqR0mD+tyU+7e9uEGN7d1s+QUAYJC4ogbgcczFwuqNRYoJD9ZX5mQ7XQ4wKDdNGWFz7/xp9PfxDUX27cpr8p0uBYCH5f6Z5tyRmha3PP7aAwMjv+T9AQAwODT/AHicdw7XqqiuTV8vyLEnCABvEBseohsmpNpRt6qmM/J1tc0denFXhWbmJGhmzkDGFwB8PPev0A25f+YG4boD1cpLjtLYNE4cAwAwGDT/AHic1RtOKCQoQPfOZ3MovMvS6Rnq75de3l0pX2cyOc2Ys1nIAwB/mftnskDdkfu3u7xRNc2ddtEHy8AAABgcmn8APMqHZae1o+S0zU9Liw13uhxgSK4dl6LY8GCt8fHmX2tnj57ZVqr85Cib9wcAHxcXEaJJ6bE2m6/f3BFxoXVnt/wy8gsAwODR/APgUVavH8gQ4zQRvFFYcJBumTpSh6qadaTaPVlXnuC5HSfV3NGj5QvzFRjIyRsAn1aQl6T6ti67GMhVTCPR5P2NjAvX1Iw4lz0uAAC+juYfAI9RfKpN6w5W63PjUzUmLcbpcoDLHv01fHXxR3dvn57cVKzk6FDdcdXAvysAXCz3b5sLR38PV7eotL7djvxy4wEAgMGj+QfAYzyxscjmpXHqD95sTm6i0uPCbe6fCab3Na/vq1JF4xl9a16uwkOCnC4HgIeak3c298+FSz/Wnh35Nc0/AADg4ubf3/zN3yg3N9eG6u7evfv8+19//XVdddVVmj59uiZPnqzf/va3Q3hqAPjIqdZO/emDck3LjDt/WgDwRuY0yq3T022DbGfpafkSM3K3an2RIkODdPfcHKfLAeDB4iNDNS4txi79cFXun9nymxgVqtm5CS55PAAA/MWgmn9f/OIXtWnTJuXkfPRC3/wQv/vuu/Wb3/zGNgRfffVVrVy5Ui0tvptxBMB9njabQ3v6tPKaUWzvg9czC2t8cfR30/FTOljVrC/NyrIX9gBwKXPzk1TX0qmiU20uiQYxY79myVBwEMNLAAAMRfBgPmjRokUXfL+5QG9sbLS/b25uVlJSksLCwoZUADCcTNPaB6fwvN6Z7l49va1UOUmRjPLAJ0wYGWtPvJgR2X+6dZJCg33jQnX1hiIFBQbo2wvynC4FgBcwJ/l/s6VEhUUNGpUSfcWn/gy2/AIA4Kbm38Uaf88995zuuOMORUVF6fTp03rhhRcUGspJAHiWM1292nCsTm8eqNG7h2t0ur3b6ZJwEd9ZPNY2FgBfsHRGuv557RGtP1qnxRPT5O0OVDZp47FTunVaurISI50uB4CX5P4ZhcX1+lpB9hXn/UWHBWve6CQXVQcAgP+47OZfT0+PHnroIdvwMycDd+zYodtuu0379u1TcnLypz7+scces7/OaW1tvfyqgc/Q0Naldw7V6M2DNdp4rE4d3X3nT+PMH/3pz084z2T43DUry+kyAJdu/TXNPzP66wvNv8c3FNm3K1nIA2CQkqLDNCY12p78M9MXlxvrUd3Uod0nG3XbtHSFBbNoCACAYWv+mZy/ysrK8yPBs2fPVmZmpnbt2qXFixd/6uMfeOAB++sc87GAK51saLcjIabht7OkwY73mkNk5q7zjRNH2ItvTqsAGC4Z8RH2+8/bB2vU0tGtmPAQeSuzvOSVvVWaNypJkzPinC4HgBcpyE/UM9vKVNbQrpykqMt6jDcPMvILAIAjzb+srCxVVVXp0KFDmjBhgo4fP64TJ05o3LhxV1QQMFjmDvKBymbb7HvzQLUNgTbCQwJ1w4Q03ThphD43PtWeKAMApxZ/bC9u0LoDNfriTO+96fXkpmL19vVrBaf+AAxRQV6Sbf6Z03+X2/wzI79hwYG6ZmyKy+sDAMAfDKr5Z7b4vvbaa6qurtaSJUsUExNjm32rV6/Wl770JQUGBqqvr0///u//ruzsK8vzAC6lp7dP20sabH7fWwdr7GkUIyEyRHfNzLSn+xaOSVFEKCMhAJx385QR+seX92vNrgqvbf41nenWH7aXafyIGC68AVzWyT9jW3G9vjQ767KiXAqLG+wN3aiwyz63AACAXxvUT9BVq1Zd8P1f/epX7S/Andq7erTh6Ck78vHu4Vo1nl3YkZkQYTdO3jgxTTNzEhQc5BvbNAH4jvjIUF07LtVmkNY2dyg1Nlze5j8LS9XW1WtP/V1uXhcA/5UaE6785Ch78u9yvH2oxp48vmkSI78AAFwubp/BI9W3duqdw7X2hJ9Z2NHZM7CwY1J6rO6dl6cbJ6XZUyhciALwhtFfc1L55T2VWr7Qu8ZmO3t69dTmEo2MC7dbfgHgck//Pbv9pMpPtyszYWj5y+v2VysoMEDXT0h1W30AAPg6mn/wGGX17fZ038cXdpgXe3NyE22zz4z0DvUFIwA4zVywRocF66Xd3tf8M+PKdS2d+sHNExTC6WoAV5D7Z5p/5vRf5szBv5Zr7ezRxmOndHV+kj1JDQAALg/NPzi/sOPsht6PL+wwjT6zodfkuySwsAOAFwsPCbIbKv/8QblO1LVqVEq0vEFfX79WbyhSTFiwvjJn6DldAPCXuX+FxfW6cwj5p+8drlVXb5+WsOUXAIArQvMPw6q7t087ihvOb+itbOqw7zcbec3CDrOhd8HoZBZ2APC50V/T/HtpV4UeuHGcvIHJWD1R16aV1+QrJjzE6XIAeLGRcRHKSYq0izuGYu2BapmElyUT09xWGwAA/oDmH4ZpYUedze8zOX5mc6SRlRih5WZhx6QRdmGHGfEFAF909agkpcaEac3uSv3d4rFekVdqTv2FBAXovvl5TpcCwAcU5CXqjzvLVd3UoRFxn738qKO71578uyo7wSuXJQEA4Elo/sEtTpmFHYdqbMi9yWo5t7Bjckasvj1xYGHHuDQWdgDwD+bmhlmY8etNxdp1stFezHqyXWWntb2kQV+cmak0LroBuCj3zzT/zOjv0ukZn/nxm46dUntXL1t+AQBwAZp/cJnS+jZ7us8s7dhZelr9Zxd2mDu9N05M0w0s7ADgx26fkWGbf2b019Obf+bUn7FikXctKAHg+bl/24oaBtX8MyO/xhKafwAAXDGaf7iihR37K5oHNvQeqNGRmoGFHREhQVoycYQ93WcWdrCdDQCkSemxGpUSpVf3VumHX5josdtzS0612Ytu8/17bFqM0+UA8BHmBnBGfIQ9+TeYjOi3D9Vo4shYZSdx4xgAgCtF8w9DYl6MbTcLOw5U25Hecws7kqJC9aVZmXZD74IxyXa7JQDgIybmwCz++F9vHdWm46d03bhUeaInNhXZk9uc+gPgjtN/L3xYodrmjkvm+JnXmo3t3WSOAgDgIjT/8JnaOs8u7DhYY3P8mjt67PuzEyN1/8KBhR1mhI2FHQBwaUvPNv/W7KrwyOafyWv9085yTcuMs5ENAOBKc/OSbPPPbP01OagXs3b/wMjvTZMZ+QUAwBVo/uGC6lo+trDj+Cl1nV3YMSUjzub3mYbf2LRoFnYAwBCY8bWrsuNtVIK5sRIV5lk/hp/eWmoXNK1YNIrv7wDclvtnRn8v1vzr6+vXugPVyk+O0pjU6GGuEAAA3+RZVx1wPOfpXH7fB2UfLeyYm28WdoywCztMVgsA4PItm5GhD8sO2Jsr5vee4kxXr363tcSe6ua0DQB3MN9fRsSGq7Co4aIfYzai17Z06s6ZmdyEAADARWj++fnCjn0VTec39B6tabXvjwwN0k2TBhZ2mLE0FnYAgOvcMmWkfvLKQa3ZXeFRzb8/fXBSp9u79XeLxxLjAMAtTDPPnP57aXel6ls7lRQd9qmPMaf+DPNaFAAAuAbNPz9c2GHutppmnzl1UvWxhR1fnpVlG37zR7OwAwDcxVzsLhqTrA3HTtmMveQLXPwOt96+fj2xsVgJkSG6a2aW0+UA8GEFeUm2+WeWenx+yshP3Zg2eX8j48I1NTPOsRoBAPA1NP/8QGtnj9YfqdNbB6v1zuFatZxd2JGTFGm3OZoMvxks7ACAYWNO/L13pE6v7a3SN+flOl2Ovdgua2jX/7h+jCJCufkDYDhy/z7d/DtU1WK/F31rXi4jvwAAuBDNPx9e2PH2oRq9eaBam4/Xq6t3YGGHuYt6bmGHCVHmhRUADL/FE9NsxIIZ/XW6+WdO2qzecEJhwYG65+ocR2sB4PvMIg9z4nlbUf2n/mztuZFfckcBAHApmn8+pNgs7DhQrTcP1ujDsws7gu3CjiQ7znvDhDSls7ADABwXGRpsb8Ss2V2p0vo25SRFOVaLOX2zp7xJd8/NvmD+FgC4I/fv9X1Vamzv+kS29Lr91TaKZnbuwOlAAADgGjT/vFhf39mFHWc39B6r/Whhx+cnj7Abes3CjrjIEKdLBQBcYPTXNP9M9tXfXD/GsTpWbyiSOQS+fEG+YzUA8C9z8xJt7IHJ/TPTKEZRXauO1LToK7OziKIBAMDFaP55ma6ePhUW19tmn1nYUd08sLAjOTrUvlgyJ/zmjWJhBwB4ugWjk+33bjP6+98/N9qRGIajNS1693CtvWGUm+zc6UMA/sVMpZw7eXyu+bfuQI19u4SRXwAAXI7mnxct7DAn/N792MKO3KRIrVyUb7OjWNgBAN4lOChQX5iart9sKbGnuKdmxjty6s8wy58AYLiMTo22473mhvbH8/5iwoI1b9RAYxAAALgOzT8PVdvSobcP1tqG35aPLeyYZhZ2TDIjvWn2hRMLOwDAey2dPtD8W7Orctibf9VNHXppd4Xm5CbaG0gAMFzM69c5eYlad6BazR3dau3o0Z6TjfZ7Ylgw0ysAALgazT8PYrJOzLIOs7Rj18nG8ws7rh6VZJt9N0xM08g4FnYAgK+YnhWvnKRIvbK3Uj+4ZcKwnuB+akuxunv7OfUHwBEFeYl6Y3+1dpY0qKy+3b7vprMjwAAAwLVo/jm8sGOvWdhxdkPv8bMLO6JCg3Tz5JE2v+9as7AjgoUdAOCrp1+WTs/Qv71zTFtOnNLCMSnD8rwtHd36/bYyjUqJ0ufGpw7LcwLAxxWcy/0rMhvHGxUWHKhrxg3P90AAAPwNzT8HFnZsK6q347xmYUdNc6d9vwl9/+qcLLuh15z0Y2EHAPiHZdPTbfPPjP4OV/PvD9tPqqWzRz9aNFGB5MUCcMC4tBjFR4bYG+Cl9W26YUKaIkO5NAEAwB34CTtMJyzWH62zG3rfMws7OgcWduQlR2nlogx7wm96Fgs7AMAf5adEa2pmnM2++nn3ZLff/Onu7dOTm4uVGhOmpTPS3fpcAHAx5sbD7NxEezPcuIktvwAAuA3NPzepbe7QW4dMfl+Ntp742MKOrHib37dkUppGpbCwAwBgFn9k6GevHtTbh2rsBmB3emVPpaqaOvQPN40jWB+A47l/pvlnMq6vH5/mdDkAAPgsmn9u8B/rT+jRNw7b359f2DFphBZPSNOIuHCnywMAeJhbp43Uz187aEd/3dn86+/v1+oNRTZb9usFOW57HgAYjLlnc//Ma+W4SDKuAQBwF5p/bmDGt26ZOtKe8GNhBwDgs6TGhGv+6GStP1qrxvYuxUeGuuV5TATF4eoWfXtBHj+bADhu4shYPbB4rK4bx+IhAADcieafG8wblWx/AQAwWMumZ2jjsVN6bV+V207lmVN/Jl/2vgV5bnl8ABhq7t/fXD/G6TIAAPB5gU4XAAAApCWTRyg8JFAv7ap0y+Pvr2jSlhP1unXqSGXER7jlOQAAAAB4Hpp/AAB4gOiwYN0wIU3bSxpUfrrd5Y+/akORfbti0SiXPzYAAAAAz0XzDwAADxr9NV7a7drTfycb2vX6viotHJOsiemxLn1sAAAAAJ6N5h8AAB5i0dgUxUeG6KXdFXYzr6v8elOxevv6tZJTfwAAAIDfofkHAICHCA0O1C1TRupoTasOVbW45DFPt3XpuR0n7VbN+aOTXPKYAAAAALwHzT8AADzIshnnRn8rXPJ4z2wr1ZnuXq38/9u7+9iqyjwP4L+Wtw4C8ia0UKDt8CKGDpSFhLhScF0jw5qFHXHZKL5kRGsmhCjZKH/uX/iHBqPxD3DXGFcTo4nujIm66upGNDNjRAZER0VpQYulVMa3dodKoZtzZmmWXVfc2vbce+7nk9zce0/PPf3985z73O95nvOsqIuysrIBOSYAAFA8hH8AUED+bOaEdDXeZ/Z9GqdP/7CpvydOnopHfnMoPd7q+qoBqxEAACgewj8AKCDl5WWxZtG0aPvyRLzR8ocfdKyn9xyJzzq/iZ9fUhsjhvnKBwCAUuSXAADkcOpvMmrwn15rjnEVw+Pvls4YwOoAAIBiIvwDgAIzd+rYmF81Lp7b3xbdPaf6dYyX3muP5s+6YsOyWXHeqOEDXiMAAFAchH8AUID+pmFafHWiJ/79/Y5+ff7BXc0xclh53PjnNQNeGwAAUDyEfwBQgP564fRIFuftz9Tftw7/Id46/Hn8bPH0mDK2YlDqAwAAioPwDwAKUOX5FbGsdlK8/N6x+PKPJ/9fn935anP6vHF53SBVBwAAFAvhHwAUqLUN0+KbU6fjX99p+96fOdjRmd7v7y/nT43ZU8YMan0AAEDhE/4BQIFataAqvW/fL3/36ff+TLLCb29vRNMKo/4AAADhHwAUrPN/NCL+4sIp8duW43H0yxPn3L/j6+54as+RaJg5PpbMmjAkNQIAAIVN+AcABT71NxnJ98y+cy/88civD8U3PaejqbEuypLVQgAAgJIn/AOAArZy3pQYWzH8nFN/u7p74tHfHo6aSaPj8osqh6w+AACgsAn/AKCAVYwYFqsXVMXv276KD9u//j/3e3L3J+mqwDc31sWwcqP+AACAPxH+AUCBW9MwLX3+5d5vn/rbc+p0PPR6S0w6b2Rctbh6iKsDAAAKmfAPAArcstpJUTmuIn6199PoTW4A+D88987RaP38j3HDxTXpSEEAAIAzhH8AUODKy8tizaJpacD31uHPz/pbEgY+uOtg/GjEsLhu2azMagQAAAqT8A8AisCaRdPT53/53dlTf3998Hi8c+Sr+Nsl1THhvJEZVQcAABQq4R8AFIH5VWNj7tQx8ez+tvim53Tf9p27miNZ32Pj8rpM6wMAAAqT8A8AikBZWTL1d3p88R8nY9eBjnTbe21fpa9/Wl8VMyaOzrpEAACgAAn/AKBIJPf9+++r/v7jrub0uanRqD8AAOAHhH+bN2+OmpqadNTB3r17+7Z3d3fHpk2bYs6cOVFfXx8bNmz4PocDAPqhesLoWFozIf7tvfb46NjX8cy+T2NZ3cT4SfX4rEsDAAAK1PDvs9O6devijjvuiEsuueSs7Vu3bk0DwQMHDqTPR48eHaw6AYD/WvjjzUOfx83//Fb0nO6NphU/zrokAACg2MO/xsbG/7Wtq6srHnrooWhtbU2Dv0RlZeXAVwgA9Pmr+qr4h2fejZbPumLe1LGxcu4FWZcEAADk8Z5/Bw8ejIkTJ8a2bdtiyZIlsXz58nj55ZcHtjoA4CwTzhsZK+f9KfC7ubGu7wIcAADAgIZ/PT09cfjw4bjoooti9+7dcf/998f69eujvb39W/ffvn17VFdX9z06Ozv7+68BoKT9/RXz4hcrf9y3AAgAAMCAh38zZ86M8vLyuPbaa9P3DQ0NUVtbG/v37//W/bds2ZJOET7zGDNmTH//NQCUtAsrx8Udqy6MEcP6/TUOAACUiH7/apg8eXJcdtll8cILL6TvW1pa0sf8+fMHsj4AAAAAYDDDv6ampnSqbjJi74orrojZs2en23fs2BF333131NfXx9q1a2Pnzp0xffr0/tYCAAAAAAygst7e3t7IwJkwEQAAAAAYnHzNzYIAAAAAIKeEfwAAAACQU8I/AAAAAMgp4R8AAAAA5JTwDwAAAABySvgHAAAAADkl/AMAAACAnBL+AQAAAEBOCf8AAAAAIKeEfwAAAACQU8I/AAAAAMgp4R8AAAAA5JTwDwAAAABySvgHAAAAADkl/AMAAACAnBL+AQAAAEBOCf8AAAAAIKfKent7e7P4x6NGjYoLLrggi38NudHZ2RljxozJugwgA9o/lDbnAChd2j+Urs5vaf8dHR3R3d1dmOEf8MNVV1dHa2tr1mUAGdD+obQ5B0Dp0v6hdFX3s/2b9gsAAAAAOSX8AwAAAICcEv5BEduyZUvWJQAZ0f6htDkHQOnS/qF0beln+3fPPwAAAADIKSP/AAAAACCnhH8AAAAAkFPCPwAAAADIKeEfFKGampqYN29eLFq0KH088cQTWZcEDJLNmzenbb6srCz27t3bt/3DDz+Miy++OObOnRtLly6Nd999N9M6gaE9B+gLQP6dOHEi1q5dm37XL1y4MC6//PL46KOP0r8dO3YsVq1aFXPmzIkFCxbErl27si4XGKL2v3Llyqitre3rA9x7773nPJ7wD4pU0slPfgQkj/Xr12ddDjBI1q1bF6+//nrMmjXrrO1NTU1xyy23xIEDB+LOO++MG2+8MbMagaE/ByT0BSD/ku/6Dz74IPbt2xdr1qyJjRs3ptu3bt0ay5YtSy8GPvzww3HNNdfEyZMnsy4XGIL2n0gCvzN9gNtvv/2cxxL+AUABa2xsjOrq6rO2JVf7d+/eHRs2bEjfX3XVVfHJJ5/0XQ0E8n0OAEpDRUVFrF69Oh35m0jCvkOHDqWvn3zyybj11lvT18kMgGnTpsWrr76aab3A0LT//hD+QZG6/vrro76+Pm666abo6OjIuhxgCCVBX1VVVQwfPjx9n3QKZs6cGR9//HHWpQFDSF8ASst9992Xjv45fvx4OsqvsrLyrFsB6AdA/tv/Gcno36QPkIz8b25ujnMR/kERSu7p8fbbb8eePXti8uTJccMNN2RdEgAwhPQFoLRs27YtHeF/1113ZV0KkHH7f/TRR+P9999P+wHLly+PK6+88pzHEP5BEUpG+CRGjBgRt912W7z22mtZlwQMoRkzZkRbW1v09PSk73t7e9Or/WfODUD+6QtA6bjnnnvi6aefjueffz5Gjx4dkyZNSkf/Hz16tG+fZDqgfgDkv/2f+S1wZvbPpk2b0pF/yYjg7yL8gyLT1dUVX3zxRd/7xx9/PBoaGjKtCRhaU6ZMicWLF8djjz2Wvn/qqafSe4LNnj0769KAIaAvAKVj+/btaRt/6aWXYvz48X3br7766tixY0f6+s0334wjR47EihUrMqwUGIr2n1z8b29v79sn+R0wderU9KLAdynrTYYLAEUjSfWTm/ufOnUqHe1TV1eXzv9P7vMB5E+yqu+zzz6bXt1PvtTHjh2bDvtPVv5KVvhNrvKNGzcuXekvue8HkP9zwIsvvqgvACWgtbU1HeGTtPGk7SdGjRoVb7zxRvrj/7rrrouWlpYYOXJkPPDAA3HppZdmXTIwyO3/lVdeSYP+7u7uKC8vT2/9kYSECxcu/M7jCf8AAAAAIKdM+wUAAACAnBL+AQAAAEBOCf8AAAAAIKeEfwAAAACQU8I/AAAAAMgp4R8AAAAA5JTwDwAAAABySvgHAAAAAJFP/wmMjemCrsksSgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.583437Z",
     "start_time": "2025-03-01T07:51:16.509505Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "\"\"\"\n",
    "1. x 的定义\n",
    "x = range(2,26,2) 借助 range() 函数生成了一个整数序列。range() 函数的语法是 range(start, stop, step)，这里 start = 2 表示序列的起始值，stop = 26 表示序列的结束值（但不包含该值），step = 2 表示步长。所以，x 所代表的序列是 [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24]。\n",
    "2. for i in x 的作用\n",
    "y = [random.randint(15, 30) for i in x] 运用了列表推导式来创建一个新的列表 y。列表推导式是一种简洁地创建列表的方式，其基本语法为 [expression for item in iterable]。\n",
    "expression：这是一个表达式，在每次迭代时会被计算，其结果会被添加到新列表中。在这个例子里，expression 是 random.randint(15, 30)，它的作用是随机生成一个介于 15 到 30 之间（包含 15 和 30）的整数。\n",
    "item：它是迭代变量，在每次迭代时会依次取 iterable 中的一个元素。这里的 item 就是 i。\n",
    "iterable：这是一个可迭代对象，也就是要被遍历的对象。这里的 iterable 是 x。\n",
    "所以，for i in x 会依次从 x 中取出每个元素赋值给 i，不过在这个列表推导式里，i 并没有被使用。每取出一个元素，就会执行一次 random.randint(15, 30) 来生成一个随机整数，然后将这个随机整数添加到新列表 y 中。最终，y 列表的长度和 x 列表的长度相同，且每个元素都是一个介于 15 到 30 之间的随机整数。\n",
    "\"\"\"\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "plt.xticks(range(1, 25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "plt.yticks(range(min(y), max(y) + 1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x, x_ticks_label, rotation=45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y), max(y) + 1)]\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "# 绘图\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "c0b33470b8425a88",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.665335Z",
     "start_time": "2025-03-01T07:51:16.584406Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# matplotlib只显示英文,无法显示中文，需要修改matplotlib的默认字体（现在版本直接就可以显示）\n",
    "# 通过matplotlib下的font_manager可以解决\n",
    "# 两个小时内的每分钟跳动变化\n",
    "x = range(0, 120)\n",
    "y = [random.randint(10, 30) for i in range(120)]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF', size=18)  # font就是字体的意思\n",
    "plt.xlabel('时间', rotation=45, fontproperties=my_font)\n",
    "plt.ylabel(\"次数\", fontproperties=my_font)\n",
    "plt.title('每分钟跳动次数', color='red', fontproperties=my_font)  # 设置标题\n",
    "plt.show()"
   ],
   "id": "29e07874b58d529f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.749253Z",
     "start_time": "2025-03-01T07:51:16.666331Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range(11, 31)  # # 设置图形\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y1, color='red', label='自己')  # (x,y1)\n",
    "plt.plot(x, y2, color='blue', label='同事')  # (x,y2)\n",
    "# 设置x轴刻度\n",
    "xtick_labels = [f'{i}岁' for i in x]  # 列表生成式\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font, rotation=45)\n",
    "\"\"\"\n",
    "    plt.xticks()是matplotlib库中用于设置x轴刻度的函数，其完整的函数签名为plt.xticks(ticks=None, labels=None, **kwargs)，主要参数如下：\n",
    "ticks参数\n",
    "含义：用于指定x轴上刻度的位置。它可以是一个列表、元组或其他可迭代对象，其中的每个元素代表一个刻度的位置。\n",
    "示例：如果x = [1, 2, 3, 4, 5]，想要在这些位置设置刻度，就可以使用plt.xticks(x)。\n",
    "labels参数\n",
    "含义：用于指定与x轴刻度对应的标签。它也是一个列表、元组或可迭代对象，其元素个数必须与ticks参数的元素个数相同，每个元素就是对应刻度位置的标签内容。\n",
    "示例：若x = [1, 2, 3, 4, 5]，希望刻度标签分别显示为'A'、'B'、'C'、'D'、'E'，则可以使用plt.xticks(x, ['A', 'B', 'C', 'D', 'E'])。\n",
    "**kwargs参数\n",
    "含义：用于设置刻度和标签的其他属性，常用的属性包括rotation、fontsize、color等。rotation用于设置标签的旋转角度；fontsize用于设置标签字体大小；color用于设置标签颜色。\n",
    "示例：plt.xticks(x, labels, rotation=45, fontsize=12, color='r')表示将标签旋转 45 度，字体大小设置为 12，颜色设置为红色。\n",
    "\"\"\"\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid(alpha=0.4)\n",
    "# 添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位\n",
    "# 置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "8a9a9eb1cb8f6e23",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 多个子图",
   "id": "7a5ce51afbd7936a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.872152Z",
     "start_time": "2025-03-01T07:51:16.749999Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)  #划分子图\n",
    "print(x)\n",
    "\"\"\"\n",
    "x = np.arange(1, 100)\n",
    "np.arange() 是 numpy 库中的一个函数，其功能是创建一个等差数列。\n",
    "该函数的语法为 np.arange(start, stop, step)，这里 start 是数列的起始值，stop 是数列的结束值（不包含该值），step 是步长（默认为 1）。\n",
    "在这行代码中，start = 1，stop = 100，step 采用默认值 1，所以 x 是一个包含从 1 到 99 的整数的一维数组。\n",
    "\"\"\"\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "\"\"\"\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "plt.subplots() 是 matplotlib 库中的一个函数，用于创建一个包含多个子图的图形窗口。\n",
    "该函数的参数 2, 2 表示要创建一个 2 行 2 列的子图布局，也就是总共会有 4 个子图。\n",
    "函数返回两个对象：\n",
    "fig：代表整个图形窗口对象，你可以对整个图形窗口进行一些设置，比如设置图形的大小、标题等。\n",
    "axes：是一个二维的 numpy 数组，其中的每个元素都是一个子图对象。在这个例子中，axes 的形状是 (2, 2)，axes[0, 0] 表示第一行第一列的子图，axes[0, 1] 表示第一行第二列的子图，以此类推。\n",
    "\"\"\"\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #作图 1\n",
    "ax1.plot(x, x)  # 作图 2\n",
    "ax2.plot(x, -x)  #作图 3\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)  # 添加网格\n",
    "ax3.plot(x, x ** 2)\n",
    "ax4.plot(x, np.log(x))  # y=ln(x)\n",
    "\"\"\"\n",
    "    math 是 Python 的标准库模块，其中提供了 log 函数用于计算对数。不过需要注意的是，math 模块中的函数通常只能处理单个数值，不能直接处理 NumPy 数组。\n",
    "    如果要处理多个数值，需要使用循环.\n",
    "    numpy 模块中的 log 函数可以高效地处理数组。它会对数组中的每个元素计算自然对数。\n",
    "\"\"\"\n",
    "plt.show()"
   ],
   "id": "2d3818c198b0b530",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
      " 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48\n",
      " 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n",
      " 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96\n",
      " 97 98 99]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:16.974280Z",
     "start_time": "2025-03-01T07:51:16.873841Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# add_subplot 方法----给 figure 新增子图\n",
    "x = np.arange(1, 100)\n",
    "#新建figure对象\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "\"\"\"\n",
    "add_subplot(nrows, ncols, index, **kwargs)\n",
    "nrows：表示子图布局的行数，即图形窗口将被划分为多少行。\n",
    "ncols：表示子图布局的列数，即图形窗口将被划分为多少列。\n",
    "index：表示当前子图的位置索引，索引从 1 开始，按照从左到右、从上到下的顺序依次编号。\n",
    "**kwargs：可选参数，用于设置子图的其他属性，例如子图的投影类型（如 projection='polar' 可创建极坐标子图）等。\n",
    "\"\"\"\n",
    "ax1 = fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "ax2=fig.add_subplot(2,2,2)\n",
    "ax2.plot(x, x**2)\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图3\n",
    "ax3=fig.add_subplot(2,2,3)\n",
    "ax3.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "a9ea104390d6c546",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 散点图！",
   "id": "ff830980bcf0afcf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:51:17.065340Z",
     "start_time": "2025-03-01T07:51:16.975218Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,15, 15, 15, 19, 21, 22, 22, 22,23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )  # 绘制散点图\n",
    "plt.grid( alpha=0.4 )\n",
    "# 调整x轴的刻度\n",
    "_xticks_labels = [f'3 月{i}日' for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font,loc='lower right')\n",
    "plt.show()"
   ],
   "id": "ca3cf6668ffe674f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 条形图！",
   "id": "9b27d9d7e32d4134"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T07:53:36.682538Z",
     "start_time": "2025-03-01T07:53:36.627473Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "rects = plt.bar(range(len(b)),b,width=0.3,color='r')\n",
    "\"\"\"\n",
    "plt.bar(x, height, width=0.8, bottom=None, align='center', data=None, **kwargs)\n",
    "x：必需参数，代表柱状图中柱子的位置。可以是一个列表、数组或可迭代对象，通常表示不同的类别。\n",
    "height：必需参数，代表柱子的高度。它也是一个列表、数组或可迭代对象，每个元素对应 x 中相应位置柱子的高度。\n",
    "width：可选参数，代表柱子的宽度，默认值为 0.8。\n",
    "bottom：可选参数，代表柱子的底部位置，默认值为 None，即柱子从 y = 0 开始绘制。\n",
    "align：可选参数，指定柱子的对齐方式，有 'center'（居中对齐，默认值）和 'edge'（边缘对齐）两种选项。\n",
    "data：可选参数，当提供该参数时，可以使用字符串来引用 data 中的列作为 x 和 height。\n",
    "**kwargs：可选参数，用于设置柱子的其他属性，如颜色（color）、标签（label）、边框颜色（edgecolor）等。\n",
    "\n",
    "\n",
    "在 rects = plt.bar(range(len(b)), b, width=0.3, color='r') 这行代码中，plt.bar() 函数返回的是一个 matplotlib.patches.Rectangle 对象的列表，这个列表被赋值给了变量 rects。\n",
    "返回值含义:\n",
    "plt.bar() 函数用于绘制柱状图，每个柱子在 matplotlib 中是用 Rectangle（矩形）对象来表示的。当你调用 plt.bar() 时，它会为每个柱子创建一个 Rectangle 对象，并将这些对象组合成一个列表返回。因此，rects 列表中的每个元素都对应着柱状图中的一个柱子。\n",
    "返回值的用途:\n",
    "返回的 Rectangle 对象列表 rects 可以用于后续对柱子进行进一步的操作，例如添加数据标签、修改柱子的属性等。\n",
    "\"\"\"\n",
    "plt.xticks(range(len(b)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    " height = rect.get_height()  # 获取柱子的高度\n",
    " plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")  # 添加数据标签\n",
    "\"\"\"\n",
    "plt.text(x, y, s, fontdict=None, withdash=False, **kwargs)\n",
    "x 和 y:\n",
    "含义：这两个参数是必需的，分别指定文本在图形中要放置位置的 x 坐标和 y 坐标。坐标系统默认是数据坐标系统，也就是与你所绘制图形的数据范围相关。\n",
    "s:\n",
    "含义：也是必需参数，代表要添加的文本内容，可以是字符串或者能通过 str() 函数转换为字符串的对象。\n",
    "fontdict:\n",
    "含义：可选参数，是一个字典，用于指定文本的字体属性，如字体大小（'size' 或 'fontsize'）、字体家族（'family'）、字体颜色（'color'）等。\n",
    "\"\"\"\n",
    "plt.show()"
   ],
   "id": "5f6926ba75df2ebc",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 直方图！",
   "id": "33066dec5e548e8d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T09:19:52.872167Z",
     "start_time": "2025-03-01T09:19:52.756865Z"
    }
   },
   "cell_type": "code",
   "source": [
    " # 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,107, 114,\n",
    " 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,99,\n",
    " 136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,95, 144,\n",
    " 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    " 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,116,\n",
    " 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,125,\n",
    " 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,102,123,\n",
    " 107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,109,\n",
    " 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,144, 83, 123,\n",
    " 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,110, 111, 109,\n",
    " 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    " 130, 141, 117, 106, 114, 121, 114, 133, 137,92,121,112, 146, 97, 137,105, 98,\n",
    " 117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,100, 111,\n",
    " 101, 110,105, 129, 137, 112, 120, 113, 133, 112,83,94,146, 133,101,131, 116,\n",
    " 111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "distance = 2  # 组距\n",
    "group_num = int((max(time)-min(time))/2)  # 计算组数\n",
    "\"\"\"\n",
    "plt.hist() 是 matplotlib.pyplot 模块中的一个函数，用于绘制直方图。\n",
    "plt.hist(x, bins=None, range=None, density=False, weights=None, cumulative=False, bottom=None, histtype='bar', align='mid', orientation='vertical', rwidth=None, log=False, color=None, label=None, stacked=False, *, data=None, **kwargs)\n",
    "必需参数:\n",
    "x：这是必须提供的参数，代表要绘制直方图的数据。它可以是一个数组、列表或者其他可迭代对象。例如，如果你有一组学生的考试成绩数据，就可以将其作为 x 传入函数。\n",
    "常用可选参数:\n",
    "bins：用于指定直方图的分组数量或分组边界。可以有以下几种传入方式：\n",
    "整数：表示将数据分成的组数。例如，bins = 10 表示将数据分成 10 组。\n",
    "序列：表示指定分组的边界。例如，bins = [0, 10, 20, 30] 表示将数据分为 [0, 10)、[10, 20)、[20, 30) 这三组。\n",
    "字符串：如 'auto'，表示让 matplotlib 自动选择合适的分组数量。\n",
    "range：一个元组 (min, max)，用于指定直方图的数据范围。只有在这个范围内的数据才会被用于绘制直方图，超出范围的数据将被忽略。例如，range = (0, 100) 表示只考虑数据中在 0 到 100 之间的值。\n",
    "density：布尔值，默认为 False。如果设置为 True，则绘制的直方图将是概率密度直方图，即每个矩形的面积表示该组数据的概率密度，所有矩形的面积之和为 1；如果为 False，则绘制的是频数直方图，矩形的高度表示该组数据的频数。\n",
    "histtype：指定直方图的类型，常见的取值有：\n",
    "'bar'：默认值，绘制传统的柱状直方图。\n",
    "'barstacked'：绘制堆叠的柱状直方图，可用于比较多组数据的分布情况。\n",
    "'step'：绘制阶梯状的直方图，只显示矩形的边界。\n",
    "'stepfilled'：绘制填充的阶梯状直方图。\n",
    "color：用于指定直方图中柱子的颜色。可以是单个颜色值（如 'red'、'blue' 等），也可以是一个颜色列表，用于为不同的柱子指定不同的颜色。\n",
    "label：字符串，用于为直方图添加标签，通常与 plt.legend() 函数配合使用来显示图例。\n",
    "\"\"\"\n",
    "plt.hist(time, bins=group_num,rwidth=1,color='r')\n",
    "plt.xticks(range(min(time),max(time))[::2])\n",
    "plt.xlabel('时间',fontproperties=my_font)\n",
    "plt.ylabel('频率',fontproperties=my_font)\n",
    "plt.grid(color='gray',linestyle='--',alpha=0.5,linewidth=1)\n",
    "plt.show()"
   ],
   "id": "cd093874351c93d5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 68
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 饼图！",
   "id": "a5bb3230dd0019a0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-01T09:38:32.396476Z",
     "start_time": "2025-03-01T09:38:32.340210Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10]\n",
    "# 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\"\n",
    "plt.pie(x, explode=None, labels=None, colors=None, autopct=None, pctdistance=0.6, shadow=False, labeldistance=1.1, startangle=0, radius=1, counterclock=True, wedgeprops=None, textprops=None, center=(0, 0), frame=False, rotatelabels=False, *, normalize=None, data=None)\n",
    "必需参数：\n",
    "x：这是一个数组或列表，代表每个扇形的数据值。这些值通常是数值，函数会根据这些值计算每个扇形占总体的比例。例如，x = [10, 20, 30] 表示有三个部分，它们的比例会根据这些数值计算得出。\n",
    "常用可选参数：\n",
    "扇形分离参数\n",
    "explode：也是一个数组或列表，长度必须与 x 相同。用于指定每个扇形是否要从饼图中心分离出来以及分离的程度。默认值为 None，表示所有扇形都不分离；若传入如 [0, 0.1, 0]，则表示第二个扇形会从中心分离出来，分离程度由具体数值决定。\n",
    "标签参数\n",
    "labels：是一个数组或列表，用于为每个扇形添加标签。其长度需与 x 相同。例如，labels = ['A', 'B', 'C'] 会为三个扇形分别添加标签 'A'、'B'、'C'。\n",
    "labeldistance：浮点数，默认值为 1.1。它指定了标签与饼图中心的距离比例，1 表示标签位于饼图边缘，大于 1 则标签会在饼图外部。\n",
    "颜色参数\n",
    "colors：数组或列表，用于指定每个扇形的颜色。可以使用颜色名称（如 'red'、'blue'）、十六进制颜色码（如 '#FF0000'）等。若不指定，matplotlib 会使用默认的颜色循环来分配颜色。\n",
    "百分比显示参数\n",
    "autopct：字符串或函数，用于在每个扇形上显示其占总体的百分比。如果传入字符串，如 '%1.1f%%'，则会按照该格式显示百分比，保留一位小数；若传入函数，则会根据函数的返回值来显示。\n",
    "pctdistance：浮点数，默认值为 0.6。它指定了百分比文本与饼图中心的距离比例。\n",
    "外观效果参数\n",
    "shadow：布尔值，默认值为 False。若设置为 True，则会为饼图添加阴影效果，使其更具立体感。\n",
    "startangle：浮点数，默认值为 0。它指定了饼图的起始角度，即第一个扇形从哪个角度开始绘制，角度是从 x 轴正方向逆时针计算的。\n",
    "radius：浮点数，默认值为 1。用于指定饼图的半径大小。\n",
    "其他参数\n",
    "counterclock：布尔值，默认值为 True。表示扇形是否按逆时针方向绘制，若设置为 False，则按顺时针方向绘制。\n",
    "wedgeprops：字典，用于设置每个扇形的属性，如边框宽度（'linewidth'）、边框颜色（'edgecolor'）等。\n",
    "textprops：字典，用于设置标签和百分比文本的属性，如字体大小（'fontsize'）、字体颜色（'color'）等。\n",
    "\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "bc39984ee804249",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 69
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
